{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 第4章 模板匹配\n",
    "\n",
    "## 4.1 简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图像匹配（matching），即找到不同图像中相同或相似物体的几何对应关系，是计算机视觉的一个基础问题。基于图像匹配，我们可以完成图像检索、图像拼接和图像识别等一系列计算机视觉任务。最基础最简单的图像匹配就是模板匹配：给定一张模板图像，在另一张图像中找到与该模板相似度最高的目标位置。例如如图4-1所示，给定金币为模板图像，我们需要找到该图中是否含有金币，如果有，则需要确定金币的位置。根据目标的数目，我们可以将模板匹配分为单目标模板匹配和多目标模板匹配。在这一章中，我们将介绍模板匹配的计算步骤以及用于匹配的相似度度量。\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"https://storage.googleapis.com/kagglesdsdata/datasets/2176885/3648317/img.jpeg?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20220521%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20220521T075313Z&X-Goog-Expires=345599&X-Goog-SignedHeaders=host&X-Goog-Signature=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\" width=500>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图4-1 马里奥和他的金币</div>\n",
    "</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2 模板匹配"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.1 匹配步骤"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于一张模板图像$\\mathbf{T}$和输入图像$\\mathbf{I}$，令其大小分别为$w\\times h$和$W\\times H$ （$w{\\leq}W$，$h{\\leq}H$），我们按照以下匹配流程在$\\mathbf{I}$中寻找与$\\mathbf{T}$最相似的目标位置：\n",
    "\n",
    "1. 让模板图像在输入图像上滑动，在每个滑动位置$[i,j]$，计算模板与以$[i,j]$为左上角顶点，以$w\\times h$为大小的输入图像子图的相似度；\n",
    "2. 当上述滑动结束后，我们将得到一个相似度矩阵$\\mathbf{R}$，矩阵的每个元素$\\mathbf{R}[i,j]$是上述在滑动位置$[i,j]$处计算得到的相似度。不难得出，矩阵$\\mathbf{R}$的大小为$(W-w+1)\\times (H-h+1)$；\n",
    "3. 获得相似度矩阵之后，查找元素最大值所在的位置$[i^\\ast,j^\\ast]$。在输入图像中以$[i^\\ast,j^\\ast]$为左上角的坐标，以$w,h$为宽高的区域便是输入图像中与模板图像最相似的区域，也就是我们要找的目标的位置。\n",
    "\n",
    "\n",
    "<center>\n",
    "    <img style=\"border-radius: 0.3125em;\" \n",
    "    src=\"https://storage.googleapis.com/kagglesdsdata/datasets/2176885/3648317/muban.png?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20220523%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20220523T152019Z&X-Goog-Expires=345599&X-Goog-SignedHeaders=host&X-Goog-Signature=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\" width=500>\n",
    "    <br>\n",
    "    <div style=\"color:orange; \n",
    "    display: inline-block;\n",
    "    color: #999;\n",
    "    padding: 2px;\">图4-2 模板匹配示意</div>\n",
    "</center>\n",
    "\n",
    "\n",
    "\n",
    "如图 4-2 所示，我们需要在右图（输入图像）中寻找与左图（模板图像）最相似的区域，因此我们将模板图像从输入图像的左上角开始（即右图中黄色框的位置），进行滑动，分别计算每一个位置的相似度，并将具有最大相似度的子图作为输出。从而实现输入图像中的模板匹配。\n",
    "\n",
    "不过，我们该如何计算相似度呢？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.2 相似度度量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4.2.2.1 互相关"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们先介绍一种最基本的相似度度量——互相关（cross-corelation）：将模板与输入图像子图的对应位置元素相乘并求和。在位置$[i,j]$处（即以$[i,j]$为左上角顶点）模板与输入图像子图互相关计算公式为：\n",
    "\n",
    "$$\\mathbf{R}[i,j]={\\sum_{m}\\sum_n\\mathbf{I}[m,n] \\cdot \\mathbf{T}[m-i, n-j]}$$\n",
    "\n",
    "其中，$[m,n]$是输入图像坐标系下任一像素点的坐标，则$[m-i, n-j]$是模板上对应该像素点的坐标。\n",
    "\n",
    "不知大家是否觉得上式似曾相识？回顾第二章二维卷积的公式，它们之间的差别仅仅只有$\\mathbf{T}$是否翻转！而在深度学习的主流工具开发包中，如Pytorch和Caffe，都是假设卷积神经网络的卷积核是已经翻转过的，也就是说实际上我们平时用的卷积神经网络的代码，其实计算的是互相关。这也难怪不少人工智能的大佬认为卷积神经网络其实是在做模板匹配。如已故著名物理学家史蒂夫·霍金（Stephen Hawking）的学生——艾伦·尤尔（Alan Yuille）教授，他是人工智能领域的先驱，曾不止一次向笔者提到卷积神经网络在做模板匹配。\n",
    "\n",
    "这里笔者只是转述不同的学术见解，并不作评价。我们言归正传，接下来我们编程实现一下上述互相关公式，并测试下是否可以找到我们想要的模板匹配效果。"
   ]
  },
  {
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   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "def CCORR(img, temp):\n",
    "    w, h = temp.shape[::-1]\n",
    "    W, H = img.shape[::-1]\n",
    "    img = np.array(img, dtype='float')\n",
    "    temp = np.array(temp, dtype='float')\n",
    "    res = np.zeros((W - w + 1, H - h + 1))\n",
    "    for i in range(W - w + 1):\n",
    "        for j in range(H - h + 1):\n",
    "            res[i, j] = np.sum(temp * img[j:j + h, i:i + w])\n",
    "    return res\n",
    "    \n",
    "    \n",
    "class temp_match_single():\n",
    "    def __init__(self, img, temp):\n",
    "        self.img = img\n",
    "        self.temp = temp\n",
    "    \n",
    "    def show_origin(self):\n",
    "        plt.imshow(self.temp[:, :, ::-1])\n",
    "        plt.title('Template Image'), plt.xticks([]), plt.yticks([])\n",
    "        plt.show()\n",
    "\n",
    "        plt.imshow(self.img[:, :, ::-1])\n",
    "        plt.title('Target Image'), plt.xticks([]), plt.yticks([])\n",
    "        plt.show()\n",
    "    \n",
    "\n",
    "        \n",
    "    def match(self):\n",
    "        img = cv2.cvtColor(self.img, cv2.COLOR_BGR2GRAY)\n",
    "        temp = cv2.cvtColor(self.temp, cv2.COLOR_BGR2GRAY)\n",
    "        w, h = temp.shape[::-1]\n",
    "        res = CCORR(img, temp)\n",
    "        loc = np.where(res == np.max(res))\n",
    "        top_left = (int(loc[0]), int(loc[1]))\n",
    "        bottom_right = (top_left[0] + w, top_left[1] + h)\n",
    "        cv2.rectangle(self.img, top_left, bottom_right, (255,255,255), 1)\n",
    "        plt.imshow(self.img[:, :, ::-1])\n",
    "        plt.title('Matching Result by CCORR') \n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "        plt.show()\n",
    "        "
   ]
  },
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    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0vI9bz7F57t5C6vuo78dtubTjbD3XarXC5hk+KsZmjGczjMu5e+8By3XJ+cUyuRXGYl1GnucD3uScY29vD9MpmrIs2dnZYbFYcHJyQtu2gwIOIdDU9aBAeqtWVTk9PaWqKk5PTynLktVqNbim/eIejUZUVUXZ1DRN01l1kYBiiwyXZzTBs1yvmB0e8E2/4dfREjmZz6mjopnlYl2iKmncfXIrVNLG1+++g9WYucEK8Z1C713/beBYtpT74ObbN1vfxhhGo9GlMdrGWrz3l8a0H59+bvTHrLWDexxCGNyrdyKPm7MxCMv5inq1pqlqiIo2LWFV8+B4zufvPqQRC2qwHbb6pmtsBQm259pbrdNt3HV7LTW+HaxLMW+tcN4h07j3PS83chtcE02IucSExG+3WbsJYvpzH1EE/UD0ykbEouoRVXyrtAHqRinXnnmtrFYrrs0mCBnWpl05zzLUJPOzx21Ekh+thEu4DUYIIfnJVVURJEcRvICoUMdI49sEfndWHDGZtU3wSbNj0KjJv84ymiaRdtsQKTIHxhBFEFU2+4hBOrwrarK6+jY554a+DBoxGEQgBMUINMGTTUa89wNfxT/56Mf4uU99irrxHFw7pKoammqBzTJE0s5sM4fXZDXmalg3FVVVk1mHtQ4B2qbBiWF3MsUEZZQZ5qs1Ozs77O3tcXZ6ysG1a8QQUGM4OTnhueeeo6pr2qjDIs+yjJ1xPgDgMUaOjo4wxrBeL/GxRY0kELttkiUblcwY6trzzAsvcuull/j85z/PT/zTf8xTR0+AFfKoCB1GYqEYjyibFtVuYQcBsQk2ESFqSPOum3z9vLLWUjU1ziX8jczitiyd3Hb4jaYokcZI23pQpY2RqqrI3DhF3QbrD7Tb1JxzoIbKr9PcSyPd4YFvVnbo4yybbj0MH3VYCcnipwsgqArWFHzx83e5du06N58agziWpycszy742z/2MV45a2knu8R1iqBmxtCamOKUatPcNSHdSy67WdIHNrciWtubnnNp7tD1U8SiITCK/m2Vyjvm4aQbpq+1bXsJ4U5dF99SY6bbmUGrPro7qCS/OesiQxCJGmg7oLYqG8oG1q1wum6J+ZhWhcWyRCNUVYVsRcL6HeVy22XYZQwy7Gqj0ShhNJp2zgR09yBvhyGoEoDWe1QMNs9oYyB2ACSQ8IkI3nvW6xIfA75Nu3qUNPmbth0iZd77tOtrHCyDvltUGY6VZbrWulrxTR/5CP/wJ36S47Nzah9wec7ZyRnE5Go1oU2LjpjcJhEmeY7GiDaBw909MpMl+7iNtFUNPqRX41kv1vi6Ibae+ekZvm5YzOdoCExGI566cQNj0sKZFDnj8ZjpdEqMkft37xF9cp8yDPiWplxjlCFI4KyQYxjbDNvNIywEK5RNzbMvvcD3/b4fwDvHom4om5o6BLxCEyKLxapTaB3O9pjNb9vqxEjn/ugwb41xwxwRozxiXF6ymJ1zWITMZPjQ4NtI2yghKN5HpNtEUUMTmk3Q4hFrqf+bAiFvXnpbWG7amIdzNp5C+msRLGUQYnB88ZXPIYs15599jZPX7vE3/s4/5ideeZ1ltkvVKsalDTz1vw4gsArEHuTuP9tal5eiV1GIPXYlinTsk0ikjR6nDddMy9fdPODGtf03PdvQD2955C1Eer4CUPSTuHslIDtp4iixeyVQKjwGfAIwmsBdAGcSDqMhKa1GA2tfUTYldV1TNZ5523LqPXMfqXGIK5gdHNJoYOdgj2g7fAkZwDDv4xDapbt2H23qd+NkBvcWVupoJ2DQHmcmhk1IO0V3PG3bEiVinNDGZMFETYNss2wIpxpNzypiKbIRo9EI53Kcy7HiEh7RLWJDwp98jAn1EmE0ynFG2JmOuViW1N6QTWa0wdA2yu7uHk1VE33EiaVwGbl1xKZFoiJRqVYlzhjK1ZrQNhgrqFx2ddvQoEbZ29ujrmtWqxXj8Rj1KQx879498lFBjJHppCAGz8XZKTFG6rqGkKzbg70ZUT1FUeCcY7yzS57nTMcFuU17YNO0FKMx451dNMuI1jLZ2wNjUWP5zu/+Lj74DV/Had1wUtU8KNdceE9rHE0UKt9StQ2xs/ycc/i2JfiE+QxuXOtp2hRwSAvdoCF2LlEY8EMxESNpvJ0VnBXGowyXpQnQ26cp+gptGdEG6rKirivUpHEfTccDchlimk++acmdQ0MAttdHHKxwQ8JYREGsI1rBSuKEWVWcOiwZEgwSDc4Is/EMvOXB3Yf845/8Bf7XH/tZ/sbHT3i1LLDeUvg0p4JIB2QLiu2eJGKVgV7QmYidQSGbV4wpACQ5hgznDNYqYlPEWgVMs+LDz+7yfd/6tUh469S8d65wSISpbbwlLVLtXvKm12Ov85hIFSIYazF5kUzkCL6JBA9l1XK2LHnjZM6d8wsqH1isV4QQKMsSDZG2btJgGSWaDUdGVZNL0YG7A++ni0Jsm7nGmGEnDiG5SonyctkF7P10SHyP3sLp//ahxyFKkToucSx8O1g3veuhGgaLsccGiiwjBs8oz6jWC2xmGO3s8uM/maqIOmOY5Bm7OxPaOg1ylmUYEtZSVRVHR0dDFGxvb8ZoNKKua0bjAksyjZ1LkbSyXBEFptMpi+WcYpTx5I3rZLnFhwbRwM7uBGcF39Y4axmNRoxHI0ZZzijLefrpp5nP5ywWC6ajKXXVQkztsTajapJLGI3QdpHCslohUcklhcNzsawXS9arig//2m/k27/338Ad7LFUIeRTHi5bVjX4YGjqkCJUKGVTpxCvpICA2C4y6vIUzOCyxd27Bv2mQ0y4U1EUjMdjiiLv5oWS2W4ueaVpPFUdWFWBZelZrD3LdbJas6wg+AQDG3EpvNxH2BCsdZjeTXoM1miMG9w6p1tryBiaGJJL6gzFJMf7C9TBMuT8rZ/+BH/lZ3+Bv/e51yjdGGMLym2ca3utpuB4oi3qo+v4MevTCEYCmUQKEbJo0WBoSk8MAUfgm7/6Jb71G7+Wa6N8IGU+Tr7E1IaIMckCSOFmHXbwbek7qwcsNw9h2LhXhtD5iH2nB42J+GUtFotvI5VXVm2g9JFGLUEMwsZsNcakBSQbPAmJgwnb4wzbpmwPJm7LgNZ39xebLJRt012NdJGl/jqO4BXEDm5YH3ET6Vw8SYrFa+IJ8ViF3FsbKewdfOpX7xvG4zFYh8syjLMp3G8dofUs5hesVovBjWjbllFekFnHarFkOp6gIbJcLqnrKi1q61iv1wPA2rZtahdw//59dqcTiIGzk4cQA+vlgsViTm4THlPXJU3TsF4tWC4XGEluycXFObODfYrxGGsck2KMcxnT0SS5t2JpfezILClUacWkSE8UCGDFcLh/jawYoWIwo4Lf+a99B2VQ3jiZUwahiSAmR0wOJF5W0I2r4IPigxI19cd2ECPNYL20ifQESxGIMRBj6HCYMMyngbIQEmAbQuJphSiglhD0UvgcSdhZGpd0vHfl+hVgJXGNEgeAYR3Zns+rBsF2IXMldic1vmY6zgitZ9nAvTJyv46s3BgvDpNQcKJsXNm3C1k/6kbBBtPpPQbRiCEiKggdjhRh5Awvv+dJZmOLhuYtg0LwTol/JOUiMblBQ3g59pGYNKEefZDHPcz2exHBOIs4S+jo9m2VJnRTtXgPZRuYV56zxrPygWI8SmQ7TQQ/i0XUdJO6a0ZnzhqTQpNRE7uzj1y0TYfv9AzfuFFACW23FNKblh3b1BisNQmnCIEsT1iIcYmfkWVZisKIQbudzVqGPoo+4vFkZkMhsE6IcaOcc5djsDR1xc7OhNBWzGY7PPvy+/jpj/0zjDiCRBzQRE/uLCoFQeMQAq7rFN42xuBDg7M5oU0AeZ7nrNdrpuMJs51dHhzfwznH7u4ubdsyPZxycvKQg4MDRBVRZTabkWc5VVUxlrQR3Hn9i8wODtnfO2S1WuKynGKUU9cVWZZRtQ2mVcbjcXI3VXEuYzKaUK3TOSAd3yZQFGNijNy5c5fpzg5qhOn+jOtP38T7yA/+F3+UN75wj0/+/C/wT/+vv09Bw+50QqYRazsFHBX1ifFunSVoJM8tbdOx0jHDkusVLCSr2DrBh4boFd0CwntlJVGJ3fxpg6Hu3EdnDbYoaNoIRPI8BQssSXn2GEyMPqWDdMGQ7XWQOGxhcPddtyklfldSE+NikgieWiGqjKY5F0vlzoXno68ec2F2QDJMtIgkxRW2rACzvRl3xESBSxhOsgL7+vW9u9Uz4x1WI00M+CZQaKAwka994WluzTLyUBL6NfgW8g6jVBt/fyPJ2kmfdTv/I6Bxr5ge1Xx9WNm5RM4zHWOzbSpiCATvaZtkup6WLeeNp4mCyVOkIOCTb+21G9jufluo+jazmABBeyZzGkwnJkUX6vbSjtd/x1lHVN9Fijp/m7QIe3zISmfNdVGrNEgJXIsxAdR54fqHJoSWcT5JzxgSzyixWdPE9BohJHerrWpCDBwcXePHf+InEeNoQkQDBGlYr1NYW4whc1kCa7MMZANkW2do2pR6YMTQti2ZTa5Er2ycc7RNQ9O25IVjMhoR20iRF6yXJXlRYDQ978nxQ65du8YzzzxDCIGDwz3WZUmejxBryEcjFqslQQOtD6hJwOvRwSGvfOqzOJMxsgV1VVKMJoRYUzUtTZuA4Jff/9VMd3fwGinGI8RG1quG8XTK8y+/yAsvvcjR0SF/5S/8OQ6evM5qdU7WesBgQsqTs7HvW6hpsTbtQkEDTlwKrWtMZFCgyPLkO4t2PDBBRGnbNA9MG8kyS9OkzalqasroaNtIMXKsFyt2MrhxOKMNEWckuRai2C761bYtUT1ITLlRl8LthslkQlVVaa08sn4sQmw9+IAxws7ODqtFyb1zz4+/cpt1USSsThMG6N8mNC1dNK9fj9tGw5CmpLHzFgQrGVYczhlCSHBAJpGjcc6NgykffvZJZrElVpGVPj6E38s7x3AesZYCKd1BjU3+ZadctkOl2+S7vhOHBmgkMx1PIXpiaNPELxs0CpWH88Zzd76gTMlBTLICYAhvpghEskQGf1jNYD30O9mwU3XnOOfAuMTk7NyRoV09GziEZFGELlrR825MxwDucsSgc7XYZmfGLgysRB/QEAe3L4XPY0eT7wdcOv6MYLLE3B2Nkltx7/4JSEbtlbyYcrFa08bAzmxGH2Lpn7NuG8qqYjQeAwzgaZZlVPUaVaVuK3xo2N3dZb1cYcXgfcPhwR7H9x+wt7vP4uJiwL58myba4d4+mbGs12uqqiLPc0JoGRUFy+UFi8Wcql7jfYMa4fDaPlmWMT89YzFf8Myt5zk9W3JyMsdoxmuvvU4+mvLy+z7ACy+9n6/5+m9gdu0ajYfxZMbJwzOsJHf54vSMyThjNtvht/y238pz73+Z108eUiMYl7FuWmof0GiInZslKZGNNgaaGAgx0gSfIjQqlGU59P+lkDUMc8vQzaluXnjvaWLgdL3itG65M1/xcNWw8sJF1dB4aH0C/dvgh40vzalN4m8vPQu93yB6HDGx4TtsVOn6wTGZ7OBbuH+h/NQbJxwbQ+U7108i0XRupQPEIGKSi9WtvYim6GkMQ2RqQzK9/GvQIkDUtFkZgxhw0nBtKnzDe9/Dh1+4xTTWrJbr9Px1wL+NhfMOFc4Gt0hh48sKROTN5KKwFdkZQo1Dh3euWKdoYuuJvkGi0gZluaq4KFtOm8hx7ZlXNZnN0TaiPiQOR+c2RJTQmcxDOkGXO7WdNtCLaopi+BgGa2db+nC5kbRTZdbR0SBSBCxEYjfI/WSp65omdBR7+ut2hDsxSNQBKN7mqmwG3HS7sCeox8eWdd0wme5y9/iEulUEx/n5nKPrT5DlyY1K+alCXbeoJLLawcFB4hbFFIlbLBaJtAdDv0ynU+qy4saNG5ycnEBUTo4f8uT1Jzg9fcj+bJeT4weIRh4+uI9Gz2tffJWDwz0OD/c5X1wQhUT6IzCeFAmGiQmnym3G8YMTlvMlN598igf3T/ni6/e4WLWYYkq+s8uHPvS13Lx5k3xUYIqMs4s51jkwyvzsnP29Pe68dpe2bSlyw2o5p/Vrgrb8wf/wP+C7vud7OV2VPDibE8QSxSbFotCGQB0a6thQh0ijSjCGIIk+4K+ZMvAAACAASURBVJxjOp3imwZismRGWZ44ZD4kl6QjfA6hbE3z12Y5ZYwso3JSNZx7WLbCfB2pvcUWU1w2BZPcxt4D0I7X0ofc+3SgbQpHTyExCkYEa0zatNSTjQsuyoYK5f+7f8JnFiuWxmFc2vDTxv94sqtoem2LyuOhjiFybC07kxExNoTQom3FU/tTvuGlZ3jxxgF7haUuK86bwBvnK859xLq3rl3/JYDGPdx1WRKg1UVkHmEab+M4/U4CbKwMSOkOocU3LSEodeWpW+G8DNw9WeCzEWY8ZTyepOhMkafIVNsSSAqqz595K5bkBqQ1lxRRz70BhglgOwWBmiFqFDUpi7zYpHL0kiwBl17jPFlskqwcQwcmIuRZot0zKOm0C6uQ8Kgtl845R5bnnM4vsMWEECK+jUx396iamlVdocJg4Rm7yWy/uLgYrLT5fM5kOmV+ccHe3h5qhMlkQtu2nZXYcPPmk6lshHZUfE0KZDwpOH54n5defoEQWm49dZO7d99gXS7ZO9in8S0vv++9nJ6e8uD4mNlsp7N6As5kSDQs5gs+8YlXWJcN+0dP8v4PfZiv+caPsHPwBLELXy+XSxaLOZHAcnWBb1s0tFiEg6PrNE3DfH4GeI4f3MFYKOuK3/RbfjNPPvUMQRzLsqJqmkTMjIFgwIsSRAndhhRixMdA3ba03WsY347bs9kIUnqO7ZI/ITHIs6ygjQGvkdN1xbxsOVs3nK4aVpVSNUpVK0YyrCmwNttYGIknkuanmkfm5Zvna5+ZLpL4M9FYzquaT3/xdV5dXNBmWYoaY7BqsZrIhwZhFHWIzF3ecDt2vrHII2t5O2pmu/WpNERfE33N/s6Er3rPU7x4/RDqNeV6QQ1EcSA5bStvYsxvyy97Aa7HLfRHqeHdp5fcr5SYBsRkPdStx8dIwFKrgGQIaeB7K2E0LphMJkNnPo5M+Gh4/rGkJtUNF6HrFtWkvNKX0ntrss3OtB21iMkM7XfDqqoSluGyS7T6/v7bYdBLfWZ0a+JHIskVWFU1TdtFeIIf+ENZl4Xc55+NRiMmkwnWWsbjMXme0iv29/dpmoa9vT2Oj4+ZjsaD+d5TA9brNQcHB4QQ8M2GvBZC4OjoiFdffZVxR/OfTqes12vK1ZpRXvCpT36GGGB/dsDxvWOO795jkhd471mWa27fu49ax7MvPs/z732B0ThPiaGTYlCI3vshBcMZm0qaOMPZ2QkhtOzt7XVkyjUXFxecn58TY+T27dt8x3d8R8p/EgvG0kTF9wCvpvo/22S8wcXpUiGKorg07v349GOawudZymKX7Y3TENXg1VC1kYuqZeUjdYhUTdvNyz5w4RhYwyKPJf5dnqcby7unWCTvwNBgeePkgguvieczLOO3xk4el7KQ2hEvzU/oQOSOqW86kmGeZWRGmI0ds+mIzFlEEo2gjcrFxRJrLZPJzttGqd6RwtEuO1dNqpexvWhF34zv9A/6aDjcIBgL+ShLPAgigcA6tPgyoI1StoGzdcvt8yWlt5hgyTxkzjKZFNRtQ900LBaLS24bsGVZCRGTwtZBh/DkJmQtCaCFzUQi7YYesMaBRKzbRJCsddRtwGUFNkum/3Asy7eSSDtiWUiuX+//O+cQCzYzw/dMb2LbdF5hC0bFDmXTcrauaMWCSbVmxKVJb1VwHUBdliUqqeXz+RmqfWmQlMF/djpPWJAqR9eu4dsai1JkjsymtAsriYHtY2QyGXFtb8Zyfo616X7PPn2Li4sLNKbweuEyxsbQritQZX92gDM5O9mE67uHrE/nfOITn8CNJ9x678u89Gs+zNFzT9PGFc7VfO7TH2d1cYxYw4svvzdxkFRTNryBg71dQmwT78cZ7t59g2vXrtN6ODh8grJquHnzJkdHRzzzzNN86+/4ViptaEVZNy2rJrBuAlUTUCxtjCldwZghNO29p2xqyrqmL2PTz+1+fif2d4etWRDDkLCbQt8ZZTQsgjKPgdOQMMeLqmK5XBI6DAex4LKBnUw3Ly8poW6OqEl9QBRin4IgoAQenF/wsVfv88mlsGZEazO8aKJfdGvTWKVnGfSBnh7KGPLOukcSkRSxiqSHM8mq6mkvJgpWCjJVnjrc46Vb19ibOKp2QT6yZIWjWZXMDq9hi1G659uAxl/yrzZs8p3eHHl6vFzWbX0kAE2gpnZRlRCFi7LhjfmSRRNYNAFrRwgODB1DuCHLM3Z2Jkj03c5z2WcdOjoqig4Er6rd8ATEuE7DC9ZmqN+EA3sNusnv2oB9A8i49TxN0yAhUmT5sDOgLYId+ijEllAnZaOaiGmJgtGFa2MAcRibFHFAO7cnY7lesDMZM5/Pu3ByAviuX7/eFRNbsL+/n/J9soyqqmjblp2dKTdv3qRpGoo87wpqVezP9vBNgxuNEgN4OuX09JSnbz6ZwGCXce3adebLBeqV0peM84LF+Zzr144oioL5+TkHe/tYA+prYkeUfPX2Pc4WS772G76e6d4UcRY1juVigcGgNkXSDg+PWK7WfOYzn+Lmzac5OTkZeCuLxQJrEzi9M5vx1FNPsVqV7O8n2rzNXArRj8fcvHmTb/mW38RnX/kcn/7EK4zdqLNkpLtGzbjI8TFiQmBUFBSFTYvKZTi7SURO3Jt+gwkQL+/+0CVjxrQxJUs0zePKB5Z1zaKE3XxMFENV1bixw3ZVBNQkHGe7jsx2kKVt246NLNApe2MMNlrWGH7+7mt88vSMxuX4PnS9hat2q3Dr/QY/unxOd6ZqCi6j2JC+a+0mYuqcUFDy8os3OJhN2BsLq7NT7GhEKcrD+w+5efMmxlgyYeAwv5W84wJcQ4h58+nw0OnB9E3HHjX1elDKGMArbROIEinLGirDRWs5bSKnVU1tC0yr5Jmh1UR6muzuUNZrVqs1e9OCvtbIZZNRyTo/tapSecwe32EoInaZC9EPQM/VCRrIs76L4vBsaYdIZLXY0b6dA7GbndOqwRpSToTvS3ekSV3kY5q2SgPgHKHjb0AkmoQxVOuW+XzBaDwmdjhNVVVd1CpZYnmec35+jljDeDxO1p4mbMo5x7Vr12jb5ILu7OzQ+po8zymKLBEJY6L2i0bmZ6c8cXQNgFpBxXB2NmdZLplNd4ZonEZlNT/H7O+xt7OLRk9Tt4RoaIPy2dfe4OazL/C7vu13sVydo115j2W5RiLM9vaJMbI73eX2G3eYzWadUlgOrl0IgaeeeoqyLLl16xY+RubzBWINZVlydnaGccltzLKMvb091uuK/+gH/wjf9z3/FqUPA0ifiSUvpiAQafBtyvuxQRiNHSL5MK8TTqeDG6QIdesTiN1J72KpxsEaSTxGoUFY1oGLLDBdN+QhMpsU+KAYFxDpKk9qoksYYwZez3YEtadYIIrvwvjkO3zm9jGvPJjTZGPqtEcNy022rJlLEhORRgSk+5fmeTqsaIqKhqQMogjE5B1kI8MkDzx3tM8Ts5zctNg2crC7w+LkjEoNN2/cIM8ynM0SZ6u731vJO7Zw+jT79JBvBXS9lfRaM0/cBFXKqkoAXAy4bMz5quGLJwuOa09tchq17LqUVWxcWrBDwaouXGmcG8zFwV0yKbmuT7dIkSEHoqikMpW+819jSERPjdJltPd+9wbkThOMDtfwtL5NWbf0hKpUr6an02+D5G3bkI1HCKmGUApTd8qp7ZjHqmTW0XpYrEtigPFoSogRFaUYjVIkL0ZGoxGr1YosyyiK5F5676mqMrlyMTAuRpycnDCZjBmPxynPSVOtn+nuLmenD7n5xJPcu3OXmzdvsrOzw8XZOUVRsH8w4+T0nKqq0M7KqkPLKMs5ODqkampEI8WkIES4d3rG2WJNVPj6b/wI7/vQ1/D521/E2VR3Zjqdsr+7R11WrC4WZFnGuk5W1mc/+1mefuYWx8fHPHHzBuv1mjwbsSpLLi4uOPv4x/ERiqJgd29G49dMpiPGk50B91kuL1DfcufOHX74P/8R7t69y1/8C3+J+3cfMJuMqcuSkXNkuSPLCupqxU4xpi/72vN1QkwgcewYuTGmYmsiqTxJ0EiI0JeUSQGPgNhEWC3bBiuW44sVhUSmxmJWNZkkV9tayK1DnEAH7PeUg22lJiJEazBEjCSg+H7V8LPHJ5xrDhSMraEhEo2CvsWa041G0k7pbB1M91JStQOjifGvhmggw5IRee7GNZ4+mJBLoLCWzABNyqs73DtklBdDvqD3TbIK30beMWj8KCi7/ffyibJ5AZtCXKlMoppEhFJVmjbQNikn5qJqKIPiMbRqsFkOXX4JdNnWTTNk/3pNvnm/S227V9v8B32ECNWb0EP4+5GoU+/m9M+3jbz3WIy1qbxBH+V6lNzYWztFUZDlI4zNaNtwCQSEFPrsLccsy2ibVF5BZQN2lmU5XO/i4mKwDJbLJdF7ovcc7O0zHU8Y5QVt2zCZJAtgcXGBkLCX0WjEerlif3+fxWLB3t4ebVVz8uAYlxnKajUkYj7xxBMcHR1SFBm7u7tcrBYDD0W6Gi93Hhxz9/iU0c4OTz37Hp5/70t84hMfZzZJdXF6i8AI1OWa05MTiqKgqipu377Nk08+yRuv32Y2m2GMGWom9wS4g4MD8jxPpT+q3kIrUulWDd1LU51nUdQoL7z8Av/Ov//vsru3w6JapzIfzlI3nsa3jKe7xNBbqm6wKmJMNaNRkziAdpPEqLrJs+rPHawdERAhmnSPsk3AcR2g6tI4mtBFRbsaQ943wxxQNqBuP9ciKb1i5ApUhfvnFzxYlESbgchlV98ofVXMPhXjcTLQUh4NrHSRuAGbtQbrDHs7U/anIwrjUtJzjIzytHnt7OykvrBdhkHPpn47e4MvQeFsR5b6cF0futtWKptEjA0OkmWWPHdYmzgyvkmKRiVnXQXWtXC8bjhrIl6zFJlKoSuC0W4QIiHokOgYwyayQ9c232nZlJqzqZ3cWyuX+Q50qQWbEgBDCYHu/ba52y/6uqvlG0Lo+iPdI+WVde5RTAmi+ahgXVdUbTO0R1WG74YQaOuER6yrGrWpzGYKpUoK0XfVBbMsuUPW2i7JcDREqeq6psgzrEncjbZpcFaYTFLC5v5sB2Lk4HBv6I8QUkLg0ZNP0NSePBvx8OFDptMp9+/fZz6fU/uWk9NTZnv7LMqS2eEh450dLlZrTpdLbjz3PB/55t/ES+//ILffeIMnrh+gYc3BbMri4py7d24TQmL77u3NuH/vLnu7O9y6dYvYemazGQCf+cxnuHPnDjduPkFRFElRZ4no188Z0cj+bJemKrECoW1YLxeMxwU+JK5I1ZSMpyP++//hT/Ke59+DGeWUMRBEUOs4X64weU7wfZ3ipHjyvBgwm+Q+bvIAC1dQrqrEbepd623XwSSWeSOWxmScl4HjZc1FC/MqUPtNMTbXWeQut7RdZvW215DK+EZGeYH3htPTks+9ccrp0lNLRmmgtP08enPCNHL5RwgufZ7S+VMUqlNUTpKCRSyTyYTZZMQsg/fdusHhKCdTYZqPsViqqmI6nXYF2TrvoaOLpHXWK+nHyzt2qfrSh5CMMukKCw07fBcJ6kVEOm3uGI1yrEs/DxJbT2w9PkpyIcg4fnjBg0XDvAVcQSYGEyCaDkSXlDcltn+/6fDLbl5nRkr3v4HhnCI3mXXD4pUqDMd6/ZtSGjIkMlyrlz765MRQ9KUzh7B8imIN1xhKpEZ8pxhHo4LMOSQGMpe+79uGyWSSSqc2NWoc63LNJCvIs5RTk7tsWAjVumS9XHH9+nXWq1XivXRlLA0KwTObpmTJtqrZP5ixXC5TCoQoVdlgXVJYs51dHjx4MNRnxhqc5lycLxhNxoi1oDDbT0DxvYcPOFuWiZyI8M3f8ptpMFwsTnE2Z39vl4uLc1xmuf/Zz3J0/ToxRl577VWuH15DVZmMCxaLBaNRy3w+57kXX+DBw2M+9KEPcX5+zic/9Sne+/LLLBfrjvCXkztHliUawGoxh+iTewxU6yV+dzJUCjg7OSUEZW/vgB/8of+U7/7O78KYjNl0h6Ys2ckcviMHxqipFk8IhFaRfEPUE0nBhH5K5XnOOtTDfBvmWlfBKgHCQmUsZ21LVkGgZjwtMF3d7RGKNUrsknibJuW59crDdThgLkKwjk+9ccq9ecXt0xLjptStoo6EDaokS6937Y3dUjR9G3vCLYP1kxTFZkO1HV5lMMT1mmJc8IGnb3A0znDq0VYJKrRtRQw1R4d79OV/Q/fzQcgWPvQ2wPGXZOFs/z/2wGPXgJ6slE7oF9mI0SjH9HpI4pChXJU1jYez0wuaVljWCl3IMcPgEKIoXkIX/pNLZKU+o1t762MrRSElwwUim1ISYpIvG4LH14nyv13RHxgIYaqaing/QmDM80Tsq6pqqFfbu1MdxYwQ2mFn8d6DdZgsH6yzPorUW1t7uzusVitCjCzXK8aTCU3wQ2i9t7KaKlWsm81mlFWqytcT7USEPM9pmwbftuRZhukszOl0jPfN0KbVxSopuLLk8PAQ5xxVU7Ncr1iV64SzmQzvEyeqDZHjk1N2ZofYYsJXfejr+DW/9pv4whc+j4SW99y8wdjB/OQhxjhOT5ccHh5y7+5dbt++zcHeLutySVWvKes1+7NdRqOc559/nsViweHhIScnJ1hruXXrFnfu3sU6YTqdUpYlMXrm8zkisFwucM4OpTtHoxHrVdUl4AqzaapUeO/ePY6Pj/mhH/kRoiqeVHBdpK9NnPKptklxQ5JtRwJMFvE2Q3xTzlZEhizz0BFfo0CNUoXAvG45KWuOF2vmZcuyScXE2q78qY8Rl+cEwuCy91bn2GZcNJ6fvfeATy9XlNkEY0bkOIooFIEBQ9zwd/rgw7BCBw7Zxo3aJFqnzXBTh9go3Jzt84Fbz/DC9X0OJhmhbVA8Z6fH5JllMi3IcpvC/TEiatDAkNyqqm9j33ypFf+6vA5DF+yP6ac8RDtegdihEFVfgS8ztmNCWpoyUIfIOoREGlo0PFwH7lQNFFmqBSJdp0hX+sK4dB8RtGPvxg4iij50nBTTTRLbMYZTtT4e+TUJjKDWgrOUdaqlY6MZMs5TKYFkvudFSloTSUxjAKP9z424Sz8345xLjGOXDcmdYBBbpEpMvkWc4E3q+raCpgx81fvey8hCjUmpDKMxwTeMJgVBwGsg+GSR2cwN6QwxRk5PT5N7WlfsTsasVwt2d6eppKdPvyU1Pzsf8BTvG8pqxbpek49z6tbT+MBoMmWUj5nt7OFMxqpuuH/6kLKuMLnl3ukDGguaWf6Vb/s2XF7g25obT15ndzzijde+gG8a5qdnjDPHzaNrnD484eDggIP9fZYXK06OTxOmNZpwNr/g/PyCxTpZaGVZ42vP7dfvsDPZpa0909GYk5Nj9vdnNE3D0dERdd0wHk8A4fz8nPPz9GzVep1+TkZ14EE9ef0Jjg6v8cJz7+HmjSdYr+ZEgUphUTbUbWd9aiRaQW33ix1dgmWUlGISSYXSJYWULmEgwXScHWPo6Q+tVrRWWcSGh3XJ66fn3D1ZMV8ID5eBO4uWh+ScmowHdWRFzlpzajeijmCCUjeOX3j1Lm9UnnuNZ6mRaBUrAaupVo7FYjVLc+wRPHWAUIfyGiQme9TL5WTU4cUQiezk8OEXb/HeJ/e5Ns5oyxUGxbc1N28+yWQy4mC2h1Hb/aaa0me4Ex9lMz9e3rFLFVo/TN7L7swGYE14SsJB2qZmd3eKNcmHbNsURVmvatpWOV813FtWLFulFEEC5M5tfosopiLZ4hVnbfq9JudwLif6Ct+F9R4Fa9HOjOx+HmLYBbr3pm9rF16mTQrFdCa0QGflBKyTVPnPdT9Bs2GId31g0S4cnSoOGnJXsF6XyRJZr9jbmVKu1xDT7pYVY5qy4vzijA+873n+2UcfMJ8vKEZjNMSh+p/NHNW6ZDwZDcmSeZ5DTJbLZDKhaRp29/eo6nVKlJzPOTg46FjPa2azHXzTUhQFFxcX7O7usr874969exweHrFarSjLEucc9+4fc3TtGq2WiDe03nP/tdeYXTvgxZde4vDwiJ/7uZ/jxs0nGecz6rrm9u3b3Lr1LD4Gnn32Wc7OzqjrlvHOiM9++lPcunWLcrXi5Zdf5u69ezRNqu8TOxLhU089hV+t2dvbY2dnh4cPHvDCc89x+/YXOTo6YrFYMJvNuH//PsYYVquSCNy4cZPlMjFcdySVzggayfJEcpzP5wO4/sf+2H/FRz/6Uf70n/mzLFsly7ufY9lSFKmMJnS+dId7bBfm144Yt5EeqlRC2qwwxJjjncUbsBJovdDMYemF5154kmeev8WHP/Jh8qIAH/hHP/YPqIJy9MQ1yotzXvvcq5jK88m7cyrJCCYjRDBE1IBYSesL+ybLrJ+YGwUUumhV9xzWkepIQso7tLRNiyPwNR/8IAc7BQ7Pal2mJNWmYToZMc6ztOEZaEK9gVUE0ICqSRFeHhucH+QdWTgCQ3To0udb7sijCHjm8kuKKcSuPISP+FbTry901k7Tpqp3zmRbZmLHwZNUNa6pa9oqlb7s3Zk3tVMeo4De4jzRrWxy+oHbTLjebO+v05u8/W9P9RnrfYQphEDdkQv7Y3meM18uEs3+/2ftzWIky9I8r9855262m5vv7rFvVZlVlVVdS1dVF9XVPYOgWTWD6BceWMTDNM0ICXgDIZDQCAmBhISEBAiG4QEJ8cIAPTCtFq1eas2uqq4lsysjMjIiMsJ3d3NzM7v7PefwcO697h5ZnUOO2qRQLB5ubnbtnu985//9Fw15mjJfLkiKBM+HMFAkacxgMGifv6hZ1I3FZ6tcvtJ69/t9BoNB+30N0Hrz5s06RA06HTcWj6KIo6Oj9ih4enrKZDIhTVMHFA5dEN54PKas3QjTNCVJXCH48q98EQHs7e2xu7PDcr4gDEOm0yme57G3t0eaprz33nuugFQVJ0fHrK6sMBgMuH37NtPplNFo1IboBUFAv+MKZhAELBaLFiNrpBZlWTKZTDg5OSHLMua1gr3T6ZAkLoZmsVi0VqaNPKL5zJsEirIs+cpXf5UoikjrwtxMh16/b16XyHzk3mprzuX9WffHSHA2uUZhpEdqDLkQdFbWObqY8/Vv/SZvfekr9IZrRIMJy8LytW/9k3zmK19l685DHn7+V9HRiJfnMfMKtPDQxgk5G8yqYUL/o7qJ15e+e3+63SQdKVXQ8T1W+z3Wx0OkrMmM1kl7hKjtbT2PIPTIsvTaemj5S/8Iwl/z+GRHqivj26sFoXkzzlvkMiIVZM3w9epRqzuLJ8USSljOS44Sw2llmdt6DC597BVhJdbWbnBOUNnYYVrrWJutrcCVsWJ7ua9ekCtj7svXfKWYiHpM6tXSDavdB9vqmi6fp3Htc0ZMVYvTlGWJriwCRZylLl0gTSnKkl6v5xzpjKEbhYSDHoacv/E3/xmW5wdkScx8Pr8y9XJGWY1HCtScCW1I4wTlyborka1+KysKsqyouxg3SSjKjCxPiJMFqysTPKnwkXT9ECUkg8HAcV6WS/yww2wxZ5lmGG3Jsozd3V3u33/IymjCZDTm0d37FFnG+uoa5+cXrK1vMhqNWFtbo8hyxqMRf/b220S+x+7mFqPBEAksk5iV1TGnp6fcuHEDTyoO9vbbMXjoX+JQjV90HMfkec6LFy+Yz+dsbGwwHk8IoghrRY0VzZhM1kjT1F2DLCNPM+fpXEfWLBYLlO+ys77x69+kO+g7nZySbWBdM1VsRvCXdrS0XxdC1Md4QZPnJK2z3FVXugpZZAht0JVEqohUa1a2+vyPf++/4f69W3TCgFcvj/j5Tx5zcrJgmVq6vXWi/jpBd41/9Xf+PX744QlFdwyqixQ+nnSOckaaWoRKKyBt7uXG8L+BPYR1I3e3NkE1YLF0cgltnSo+qiq+/qn7rAcCX5ZoWaJrztlg2HHyF0ybK+a69CYsr4lW0u2vj+txPlnBsY5DIy2tVKBZ0I2RUYvgW/Ck46kIYymKAlNpiiynTEtnGVoJTuOCi6yiQiFqTKSsI05930fWf28KXPPvjZF3ZS4B1esizit8BHu1LRa1duTyNVpBGzHbyAkad7+ru56r9k4w6hIfXaJE+2Ps5Qh9OBySpUXrI5JkKSoIHQhdVpRUfPUbX+aNR7c5O3jJIl62RMQ8z4mCEGFpnfuucj+ao1GzmHzfZ9h3KvperwfQ+hBNp1MGgwH9fh9TVhRpUY/LXaFN627r5d4rZvML+sMByzim2+/yjW98g8997nNEfoAnJN2oQ5GnHO294vEv3iWOY87OzhFCcXBwwMXFBcky5s1Pv+FG9GFIv98jjpcuuM9odm7f5NXBPp1el36/z/n5OZ0g5OTwgND3MFUJGOJ4QZG569Dv97lz5w4XFxeuQ5rP2/jcjY0NN/nqdon8gE4YtQkSWa1nAogXS7pRh3/2t/4pijQhTVPKyrSpGKI21286O12bnbuFe7mAXJJs3WUKsFJitOsG8tqLRlERJzM8IVGE/Gu//S/zd/6DfxtPn/LTn/wZT548YbTS59Gn7vHpT3+aG7d2WVtf5datm6ysrfLqdMqvfO0bpKVxPZOx2DrOCOmwQ4n8iAC47XiuqdCvqAJsbX9i6vhgCx3l8da9W9xaGRDojKpcYmxBksUopej1eo7ch3sNpl6b7VoXtEb8LQfnY5qdTyhtcONDFfgUed4WANdS1SAUTh+klFcL/wTWNF2AoaoMcZyTlj57i4RZzbp1OeAum1N4IUVVUlSlMx3yPSrtQNO8zCgRKB+srhAE1zqbS86BuKSpy1/OtlZXPqzLaFaBLyTaWLQ05JVBCYvnufdZpBngpkHWGqr6+2ulDF7d/aVpisLlaZs60bE0JUFtBnV8fMg3/9Zvc3Gyx2x6TtgbICqNF7hCoS0gFbosUJ2Om4SUVbvz9no9ijSj1+uQJym9fucaNWA6ndHphIzHY+JlCtpwMZuxtrpBv9chzTMuWbHzugAAIABJREFUFgum8wUGy9bWFs9fvGQZxzx48ICd7W2iKML3PB49vM/B0SG9Xo8sSej3u657spY4XvByccFgOEYiWFtb4/nzZ3zuzc/yo5/9hN3bt+h2e1gESeLMv9bWJsxnM3a3b3B4eMhy4YiMz58/Q0pJ1OuyvbFJt9utu76KqvDohBGLi3l7FMxSl4Aap0skMBgMWCYZ2fycOMmQvkfgO13VsN93yuay4td+7dd4/LOfklUGK3xH7au7T4Eh8Dwkbl/ygmZTdfe2Qyocd8niFpsVLn221DnCc3lRg77g67/6ef7GP//P8cUHd3n+7o958v77DLZusLG9xebmBF1BWTpnQiUly9k50vPZ2dnhd/7Nf4Pvvf0DiiIlCjsum50Ci3LAr1XObOt6Zu9Hb3LrYq4FtN43EltnuWse7O7wcGeDoMqhijE6p6w0nU6PfqcLViNwkhYL+Oqjzp0fLRR/+Zc+cYfT7CyN6VPzO9RovbEEykMqgfLcB2SMwVSWLK0oSkFpQ47TksM0J9NOle3cDJ2BkMa2JEE3Sjf1mVsTRU4LVNU2ma359dX3Ky7zpoS0bacixOXIzl00565vzGVulCtcbtpl6oA1eSWcLgxDJ823jiEsa+8RcKQ/a8xl9Gs9IQiCsL2ZkYJSV6xOhlTxnPnJCRtbW2RG4AUBpTXkZdGO3nuDPlmStoU0DEO0cYWnYTH3ul3nZSxVvTO79zufL9GV4Pj4lPPplN3tHRbzGaenp2R5TpqmjFeGCAV5mTEaD/iN3/x17ty9xWDQw/McXf3FixfosmI2m1EUBaurq0RRxNnhIbOzU25s71CVOXfu3OH4+JjBYMDhyREPHz1ygkzlUeYFZ4fHiMpgy4pASX7xF+8wHg2oypznz56yub7G3Ts3GEQRwhrOTo4p84zIDzBV6XbYsuD87JROGGBswctXzwh9ReApTk5O2tF/r9ch8gOUsJydHJEkCXt7e5R5xu/+7u9SVJplUWCsciZZwuXYe7VGKwg9wsj5Vbdc+UrXwkoodeEmW/VnbbRGGltTGAr+43/nd/gP//Xf5kEf/uH//r/yZz95h9uf/hXuf+pNRuMJ89kcnZSUiXO3TC4W5IsFsnId8rjfQedpHaPs0kncFLW5fzW6zoCzRlwz8rosCLZ2IlA0hMKqNChjGQeK7WGXL9y/QV8ZZK0rVAZC5TEcdAg88HEngsvnvpxMv1545OWP/UsfnxDDqS98zWy9GkDW/sk2QKvA2hJjipqZWwKK+SLnNDMcpRUZCqlch1Lh3NiEUOgiR4DLF5ISgXFgs3EjOl3mTh5RadcBCYm1pl3gVQvqykt7U3F5VpcCBO5YBS4o3tYfT2uCZV2ixCWzGozRjt9SewdbbfCUIlBeayrf8JGkBV81YWsGKRRSuTyi0sLXvvxFOlJiq4qX+6fkFnLjQvH8MOSi1tk0R5PRYEheFiziJRbq2JdBfeRyOVS+VHS7jinsTJ88nj97xcrKKhvrO5ycnDAYDFznqJy3zsHhYXvjfP3rX0WXBZ0wIM9Tlss5Bwd7VFVBliWtp+3+wSuefvCEfjfiq1/6ovPvrUq+/4Pvsrm9hbaGwWhIHKc8uHuPMstJ5gtubGyRzOZ4WNJ4wcbqhMd/8Qu6YcD6ZAVBRZbEDAcdlosLjHakP10WVEVOGi/J8pSV0ZCT02O6nYjVyQpnpycAjEYDRuMBYegTRj6+7xThQrgRemUMnV6PJE/5W3/7bzNPUi7ShEWSUhnbcnIqXdT8p+rKwENQVLUUp6rQAgrrvi6NRVYVgRGERcXf/5/+ez57Z4uffv87/L+//w+J+kO++dd/k9VJn44p8asCJX1Op85KJCtSDk72yPIli2TBPF9S6ILbd2+5DG8/cr40RrWdipb2unLo9aVqbA00NyqAenlaS68bMen53N1aYbOviERJoQvSrKDjhww6HaStEGg8A1cdIRoc0+GrgtdfxOvJLa8//rG0VFenQMbaa4WnNTqq37CpPxRrnSq8qgwXcUZcaKrGK9ZryHuNabPX4iuNnbSbVNnaKNp9rTW7NpfTI+Aj0oRmzGm41J989EqIj3yA1lw372qet5lKCSFaME8IB257wk0UlFd3Pcqpyhv/42ZH+sybb3J2eky/08MLOuRFRWU0cZZSlu51Or9dB5K3EcKNpMMYt4jKkn7HmZDpsmJ/f58wDDmbznjy/geMRmP6vWFLZlwsLhDC5ZMvl0v6gy7dbsRnPvMGVVUwHPUxuiTLE2f8Lkxr5JWmKV4YtGS77a0NZrMZSbpkZWWFtbU1lss565sbKN9DCcnjXzxhOY+pZyKgDd2ow8nRMe8/eY+N9VUG/T6DYY/ZdEro+7XoNGJ6ckqaxkRh2F7D0aDPcjlnPOhTVQVKCYbDPqPxsA03VEqQxgmz2cx97qaCWgN2fHpCXhZ89vNvQa30VkF4ifHJBt+7nHS1ntVXjqxFVbaDDYmgF0ZUWc7f+Y/+E7pGsFgs+ODgmGlqWN+5SyeMGIQKW+boLCNPU3qdiCLLiRdzwjCg2+tQ6oKsSOtESw3Kq4/7dZqVdSkQlxvoP3LFus219kb2fEkaL7h39xa3d7cQtnCFFcc0932/joFW9eZpr+ERTcGxllplBrxG9hMfc6b65NIG6RBwrR3e0bQ91lo838cKg6csWld4BBTaUFYJuVGkmXXYzfyC1AiUF2GVojIVCokpMoLOgExnCCHRpkRZl+AdBH4NehknuKMiqq06F1nMoDcgDGvfYeOAGyU8EBKrnN7DBdxfdi3gDKc8BL6mrua1MjxQiLqIF5XGFxBI6cDcevFFfkBRZG6Mj8APlDtW1R+Q57kM7YbY41TsHkmRoMjJ4hhbVByfHiOVpUNAVoFUbqzaTBi0NZxfzEAKpxq3FiUl2zd20WXOPI0ZjEecnZ3RG/Q5P5uytrbG9lufYzJeYW9vzwleox5e5JPmGdPZjKjfY3V1ldFgWKdXKJLl0k3f8oIyLxgOhy1If3Jywmg0chofo3mxt8/a2hq+F2KweMJ1padHhyAEa+tb9AddBsMeZV6wnM4IkLzzZz/izUcPkVIyj2OKNAFgd3ubLM9YXV3l7HzK7Xt3Odo/oCphsrYKQlCVJZH0CP0AZSzCU5RVysHBAbOLC4La6bDbceLCymikAkHlblXpInQSlfNv/bv/Pv/Lf/tf0+2FTHoe1rP4ViOlR1lZhB9gdY7WJTrTRKrnWNdlAlYyWyQUqk9RJqxP1vnf/ru/y/LsiG9/5w85OTtl9+Eb3Ll9j0G/j85jEltRGjcUSOKUsgKQCE/Q6fYwUjIaDRBeB9+TBHWaSWUdR6whJgqhkEajr2CX0l7ZSIVpKoFzT9QOfBbG4mnL7dUJ9yZjbLFAFAVF5eRIka+QStVODhKMM31v/Mde121pa1DSQ9dDnaYOfJy04ZMXHOt0F2Dcjl13DdKXSOXieissKI80LymznLwoWSQFx4lhnhk0zkneXUzwa58Q31cYW+B5rrC4JIc6gRInS/C9oN6BJFVe4IUdlBJX3Grqa16PqrWhnWyBw5LaoDHrgGMpJbYqkFJhtPM/KcuSQLrdXAqJMhUCQ5IsAWdUXuQF3ZojY23N3qxBNWGhLItru6OjHLrj1rjf41VeoCzcvHmLD3/xHGsuyZQAo9GI46MDlHIfbq/Xw1pLv9slzxJnSZGmrvPY9MjLAlkKbt+4yeJiTiFS9veWGK3p9/toa8jz2sdXF3z67iN2d7dJ5nNCpZhfzFsGs1IKP4xav2GpFPfu3WunaNZaBoMB5+fnbG5sY6uqth7N2Nje4uDggNOTEzzPkSLzPOPg1R7bW1vcvHmT89MzNJbheESWJmxub/Hhq1esrE44PT1tP79+f4j0Al68eMFoNGB3c4uXT59xsnfAZGOT9548Zn17i6DfJQgCJqMxWVlQVrkzWGvuByWc3YbNKLUgCnvs3LrDf/af/5e886Pv8fYf/B4POxNELeQVnoCqJJKKTFT4nYAkLsgpMUHI3vGSwWiLr3/h8/wrv/03KZKYvVcf8LOf/Qw/jPjmt36TSls63ZA8XZAvlxhpsYh64xPu2khFGPpEdcpnvEzxA+h1BmRJWk+imnbCWaw4/NBrp0Pg9uImZqm5/6119id4kkpXBEIx8CVvPbhH11ME3oAqv8DWnV0UObGsrIdDGMevaSgjDafpKum3+fPrlJS/7PEJLUavj98supU4CAuB56NwFbWUlrQqyHNNlQtSIznOS/aS+NIqwlikgEgpAqFatzzf8xwGIhW+81rEE/VI3uH0jpOjRJtD3ixqqOUOOGBbSNdGWmvdrlgT+drRXl18sBZha1MkU9XWBRajSzC61mA5jki3GzmcRtIuPnesa+wkL31ipbBIYfE9d9TSZcXm5gqLixndqMPh/gHT03Mo3bl4bbLayv/jOG6B4gcPHtCNIqJaqNnr9dClw3esNsznc9bW1gA3Au7Uky0LhFFEXmYUumA6PWWxWPAb3/x1AiXJ50s2J2t4VrCYzoiUTxS46VaaJsSLBUEQsLKywnw+Iwx9kiRpfXmGwyEX52fM5hcs5wu2tjbYf/mK3d1dzs5O2drY5Mc//BEnh0f0e70WDG8icM7PzwmCgOfPn9PtdsnTjJXRiLLU1/CAe/fuUVVOT7WxscHx4RFP3/sFt2/eYDjsu0nUcMhsdk6n03Euksbpn4qiIEtTjNb1sEFQ5M7uoxSKz37p63zjn/4XOD2L0ZVAywpNjlUOApAiwKAo/ZDYGzItBQ8ePuS/+i/+U/6l3/oWR8+f8OzJLzg4POXOgzf43JtvOYkNhnixpCgySnsJ9F+NiW6C9ppBRRMBLXVFslw46kVNq2tsfIWQ14h/zULXOG6aUH6bXItyKSDKs3ii4MbqmM1BH2UdHhpnKcoTLgK6KkG4CBlbm901R7fG+7rNzbrys6+up79iaYMbNbuF5KY5raBRyZqL4wSdZVlRVoZKQ5xpjpKC06JkqTWhFxJ6Cl33alLWJ1ThvG3Qpi40th6vq3rE7YLesQJrdNupOGwE93rqWua0Tpb2yKcraPREdZQw0EZxBJ5PXqsWhIUo8DBVHYpmG4zGXjPlUp6HkC6RQdSKYTdGFLU9rOtp0IayDr2LuiGPPnWbQEqOplOWy4SL2RKjQReOYRt4IXEcY3XJ1tYWFxfnzjRcazpRxPHxMeuTFSpdkcYJ4/HQMXUv5nRq8/JAAEqSZm6askgXzOdzPvvmZ2q5xZLV0Zgyz3n7Bz/g3u075FnmcA8l+fDDD7l5+xY79+4xq03LPc/jnXfe4Utf+pIbZy+XTEZj12Eh6ff7fOdPv803vvlP8MH7T9jZ3uT3/59/wNbWFptb6yghmU5PkZ4TaKrAZz6fs7e3x/2HDzg8PiYIAgaDAdlyQbC1TVFU6KpiPrtwVABd8ad/+qfcvXuXweoKWVXiWbdBZLljHudJwspwyCJJCEOfNFlijWJlZYXpdIrGkQov5kuywRB0xVu/9td48qPvoa0GW7rFZj2s3yHXigRL6im84Zh/8bd+hc9/9iFvv/1dcm2ZLnL6wwmT0YTRaISvPJI4QUpnK2tthVCQZplTh3uB24TCwEXWKB9jIAgifE8QpwnnxzlVUaDDsHZ8kG7jM7YOHLjEUq92GM2fpfScRAaLcNnErA97vHFn202lqsKtNaHaLqrTiWoOGggp2iODtY4E2u/3W3tdh+046VGTo2UaYOevruBcvoDmHNf88NcrnNXO89doKK11QV2eT9iRKCNrta7FE+54JqR0FwDXznWioH0uFzwnr70XqQS2vMK/MderffOamvypwHO6EweGNaP9/PL5XCUBYymrEtWJoDbvMroEmvdYg+XGtCmWTTa2VLRkLK2d46y7LKK1IsiKnM989lO1L5Ai6vTQdumo47iOqSpzut2ui5PBtFSE0Pc5Pj5uX/NyuUQJ2TJ0B4MBtnK75zx2hLfKaPrhgOQkYWtriyiK6nbeb3fa4XDI4ckxG5ubWAH7R4eMRiMHPp+doWoS4Wg0Yjgcsre3x2Qy4fHj9+l3uqwMR+ztHYCU/NrXvuYyu4zh+Pi4Newaj8fMZ87MXSjJ+fk5YRiytraGFXB4eEh/OGSxWHB4eEgQBMRxTFlqRoMxWZHjhwHvvfcelTV0hwPO5xd0+z2EUi7lEtpok9lshq1BfueqZzg5OXGdq4Iic4mlDc3/vWcfsnnrDuXh+3SbPHB8itIyzTIIuzz8zJts33vEeDzkyZP3qKqKwXCCCCzSCxCeIAx9rIYoCIkzJ8MoigLfU6RZjucF9RTUtlKaTqdDlrhOWQqvBmZte+0QLq45EgJtZcv4x16ut6uSl/a4UzP1A+VsS1bHA0adCGmccZk2ZdudNF2L53k01rtXu5Xm6w0p1kEElz5S/3+lDZ+44BhjapaqQ6qb1ExZu71XRiPKEs+Ariyl8DheppwvEzITIKTvjkXKQyncNIA6olQAnk9wRbIgjMULfYqqdEFewqX/iWbCJQSySe609YSh8SfR7mIEnmoxAaUEcZxcOtHV4HFTqJRyihirDYEnnVhVCkLPw2U5ummZ1hrlXRbeypg6CvfyfO64E9IpinVFdzDkbH5Kll+wQLJ3sM/ZyYxOt48sEkLfx1NgO6r204Hj42PnY6wNSZ62u8x8Pmd1ZUKSJAyH49p03HkMpfXiVL6PLlL2jvZZXV3l1s1dN+WTzidlenGO1hq/47OxssGL5y8RnmJ7d4cscZoZLwhI85ydnR3m8znj8ZjpdMbp6bS1jtBlxZ07tyiynPfef48qryi1ZufGLptvfY40Tfng/Sfc2NlBEpDUMToHe/tIT7GytooxFQeHe6xPVokClxh6fnrC3QcPmc1mSKX47ne+w/b2Nl/7ypepqopht0MSx/i+AlOnqSpBvFyyXC4ZjkZMT04Jw5AgiAj7TkZRFZK8qPARLGpBbKfTY+vNz/Luy6f0dQdT5oCPFh3W7m+z8+gBnUGfk8MPONjLKfGRfpcs19y5ddvZnFjN2XyKp+v7QFqXQGodrcP3AySSstQ178wQ+EHrNKCkj7EVUcfjxYvnVAi0AzndfVoXklp/fG3TV75HVVzGVQtj8T0PW2Z0BKwMR7xxc5euqECXFIUTukol3OlESCwGYy4B4Muic0mqvRp79MtwG2do9ldWcGoHeSUwZfNndZlNXboqrQvHg1nGmsN5zvEiI7eSyAtw7llN/rcb7zVHD1uPTT0V4PnuubM4aUFZrEXU0gpq/Ubz81/Xdjn+hW0Fak6q4H6G5/sIKUGWH7Ee1bqk1+2SxjH9sOuIZIGgsJrQc+Swoibc6dJZXprK+QGVWjsQWsj2JtLWYrVzybk4m2J9y737N5k9f0YYhty4eZMnH54xGq6wOD3HILCq6SLd8S5LUpbGHQ/OL2asrk6Yxw5Hmay4rKl+p4snFdP4gsF4RIUlK3IuFnMe3L3HyqCPzgrGoyEIQZKmTpGuNX6nz/7hIYUu2FrfqSUDmxwdHjNcGbO+ucH07Iy8qFgsYpIkYTAYEPoBp8cnfOELX+Dxe++xtr5OPJsjPcWtW7eorObDl8/p9/v0OiGz6ZnTNyFI45hBr4Mfdnj8+DGf/fxnKYqMxXxGOFIsLuYYo/n5n/8Iq9w139nZYNTrkc2XnJ04V0KjK5JSs7K57mQMYQeJI2Ge1ryjeLlgoedYaxmtjCl1yfT8jJEpKUqNLjPAMgh6hMMt9udHdKMug8kWDx+9QW93g1dHexx/eMTqsOfwNS0Iwj6rKxOkhbRISYqqTiBxOIt1oCdSSYJOgK0sJq9QgAbKLEN5FZ3OAM/za9KipdsN+P6PfuzkPsIZWylbV5mrq7FZ8FK0VA23UUmstvhSMh4OWOsFbK+NWFECRYHWTqCslEDVzHYpZesl1WDRVUsivT4Wb3FceTmlbo5a8PGnqk/Mw1GSlkz3OliktdNMpXnJIi0orOIi0+B3KPKaLGRcBpIS9kqRsO0LbZD2qjQUuTMHklJB3d1cfTQqYOdsfUnku2QBgydpOSDta23Y0cqZPzv4R7QfnjGGoI7KaIpZY8nhWko3xdL1xKaoSgyi5oA0BU61/98puSPWNjZJkgTfM8ymZ1gM88QR/MqypFt75kZ+QJnlbQHt9/tOIzToc//hA2bzeev1a61gMpqQ5yWz2ZzV1fV6wmAIPJ/tzS3WVsZ4QjLqdMkuFizOzkmXMaYq2dzZ5od//mPiIuPTb77h8r7ynCRN2d7eJs9z/uSPv02/NyRZxnhSMeg59nMURWxsbPCD73+fqNPh2Qcf0Ov12NrYZDY9J4oCRv0ek9EQrOZ8OsUaw+z8jCgIXVSyNty+fZPpdNreT74AWxbEFzP6PZf+ORr1CaOA+fKCvf2X3Llzh04/4ubtG3R7Eboo6QQheZa0nW1UJ244OgIENeCdJAkroyFpMicKIIvnxPNTFosZX/71b7L5xmfo3nvAva99nf6NHd7+6Y/JkhRTWU7OUopSsTpeIfAFFxfnnM8XpFmBLkp8YalsiVQWX4rW+7qqKnRVuDV6RTMXhiHaVhRlSRRF9DohSsHT/ZcUts6bqizCuElsaytaH6eqmhzbAA7SgtUWTzrzOlkV3Fwdsz3o0xVOzlDoDOk57DRQdWa6EC4vjtpDCtkylH/Z4+p4vFn/ldEucviv0vFPa40pr1TTekFqXZJXDhNJqwqNz3lasMhLTs7nhFGPwHf+uw3a7naiS+c0Tzhy09Wpk4savTQ7t7ZRp17BbJR06QZXCEiyQfRtfa6tXf/auBN5KTIF2nNs83OF5yBwz/PwpGo9jJtoWPf/Gs81anzIb8mHWZEjpML3ApT0SOKM/f197t69z3J+wZ3bN/G9gMhz10QazcpojC4rsiQl9APA0Ol1KaqSydoqRV7xwdPnrE1WieOYft9ZSkwvZvR6buetCo3nBUxnM8qyZGOySpU5zo8pSqosdVnaODuL73znO7zx6FNsrq3z6tUrVlcmzqKiLHl1cAhI7ty5w+PHj+l0OnWyouDOnXs8e/aMbrdLEIYsFws836ff6yGkpdfvsPfhS1YmY2deJQTj8dAZdAUh59NTfE+SFi5pYnd3l143AqPZ339FWeb0+113RFwuaqN5TdAJ2by5y9H8lM7KiNRUWCXJ4gSFYDY95/mzpy7HvShZXjid1snJEb1eh9nsHGGdr+9yuSDPMza31ohCn5OLQ86zGWt3bvHml7/E0cWMn777F9y4dYeg02d1fYfN7R1WJhtkqaYsBEJ7lGmBLjXWaMoqrb2CL8MihXA2nkEQML84Z3Z+xvnJCYNBnxInMh10IrJ46dwgk4TD03PwXPehRCPSvJystgtYOnEn2qCQbnOWLtzQU5Z7N7bYnqww6UYESlIVpctMU7I2o780p2t+b+5ntyauOxxewhjy2r9f9fz+OOLfJxyLN4XAsYGllGhcppQWGqtz5umCqpIsEs1RnHFa5ASdAboAa5VD6D0FssZtjCPcKSsR2qIE7oYwFbJxgr+mAq/H09LZRGqhMZi6upi2eDmGsUILx2Q2ON6PLx024ln3HB4CYbTT6uDkEKV2imUpJVVdYBye4eMFAba6tFGwAjRXx4gKKxRKeHVOujuvK6XoDrr8xrf+OoEX8MGTx/Q6fTfhERWmTJifnhAaS8/3GdWexBeLCzqDPrkuiEKf3Z0tpLE8unUXWxa17ifESIEXdUjSjNnFkk996g1u7Owg8oIyTsjznPPFHOkF9FdHGAnPHn/Ao1v3KeKcIs4ZD1fY2z8g6vZ4/vJDNjY2KMuSNM0ZjVZYW9vg6OiAyWSMtZrVyYR333mH6XRKEIa89dZbGGvRpcFqWB2vcHp4xunxGbqyLrki8DE1ryNZLNGmpBeFfPj++6QXC0LlEXZ6VMZNWjphhCdD0JAu3Sg7iCKEUhwdnbBcJm6Shebl/kuEsIyHfT589gG+kJiiIr5YMhq5SJpht4MHPH/6FBlIXh3v896Tx+RJyv2791jmFccHZ3zvj75NHsds3thinpb0VrcYTjboD1YoioqyMBR5SV5pCqsd87gyCOvhmQAjBNYTCGnwsAzCEFlVJOfnzI4O6AWOF5TUGrjF6TGBMpzPzzl8fsTh4YUT8NoKId37Q4qa4NdsqjW2Yp3jpcRHW4VWAuOVrI0D1vo+oZ9jzJIsX9SFQuHVaRUIARJsbbniSXUtRVeI68x8+9pJAmgLa+A1Nhp/+eMfQ9rQHD2uA0amdJyHvKhIypy4yMjKCtP4cyinw2nMq9rRWiP8vEIwumo10b7QK1X0ahvXSBoMXPv/WDeNuCw+17/3yn+83ha2VhjqGoLPlef/ZX83NQPUHS11a9/R5FYXRVF73TjV9HDQo9/vOvFlr4OSsLu9yXDQR0hLUTprhW63x3w2oyoKisJ53UgpOTw5bu0Dmq4riRdoCVrQ2lT0ej2yskAFPos8ZX13m9PpGYvZktXV1dYIyx3PYDKZ8PTpU+7evcve3h4Aw/6AYX9AvJwzHAx4+v77TM/OyLKEyWTMV3/1y+R5zvvvv8+g36csyzoD3jAYDFq+TeNO6Pt+i/tRaqosR1mo8gK0od+NGIwH5FXujqxFxsW5E44GysNqTTfsOpGwlHTCiCItEEI5N4Jlys72tntvoUdZFfTDHpEKybOKw+Mzgk6HOI7phoqttRFf+NxDiiRlejpluYwZjif0BkOKvGJjbZ1e4OJ1siQlz50BnLtHdWt1IpWbRloBsiaCWlw37fs+R/sHFEVGHMfEacpidoHNMoo8xe84PyBbaQ4Pj0mLvLnxLyU3tc6vsQd9/X5upo5SCKQxRJ5iNOy3pxCllGOE19deNCAhl0WlpXxcMZ676iYo7OX9365Nex3D+bjHJ3P8s64baOJHa3sOJI4KbwxUSM6TgtM0ZZblIFxQnRGGtMoobFknLji8pPHnhVqU1phbiZrIZG078mwKTGN96F75OvVpAAAgAElEQVSUQmtTT6+a/CrZapea1s/NnkRLynN8GeO4PEIgawMmJd1kChrQDJcoWLeLzXSr0W8JS+vk13xwzc6hraGsCqpSu/diBH4guDg/JY0TTk9P6+hej62NFbLFOf2OohsEKCHZXN9ojbi01gRBRCfscnh4SBiGzBZzFvGc0dglYGbxkvF4wO7OJuliDmXJ4nzGxuoa83jJo8+9ydP9lxwcHtPpdBgMBmxsbLTOhFHkwvPCMOTx48dsb2+7G1zBcNQnixM3/ZCKp4+foBCM+gOWy6WzoYwCnjx5QjeM8GsMSynlfs76Ogf7+6xOJkRRQFk6yUC2XGDzkjxx067QDzg9PSXPc/KiQPke2+sbbG9tIHR9n1UaoQ2B71NlOR9+8Iwsq7CVZXNts52ora1NePbsKVCRLBP63SGLRczBwQEe8IVPv8HXP/95ticr/PB73+bo1T6bG7s8fOOz3L7/ED/qMRyvgIZsHiMr42wx8oJer9cu2jAKUN7lhFIpiZKXR/dcV0ynU149f+byxnFEzUgIesZycXZCXCQskpi1yTr/1+//Af3BwEEFV/SB1JBBU2JEY52LcmxhIRC6wiYJXWm4u73OOPLxag6brZ/HuSM2a8NeKyCvb8jN8akh9zbr8PVHc3qw1ccH4X3isbgnnQK3ieyw9cy+qgzLpGB6kXKW5pwnBTIaYvKKstR4niLy6nargsqa+mauXdfq96mNJlAueOvqufDqn3Utu5e+h+81+pKPXihq75IGYMOaazL+y//rfpc4qnZjTuWKlhvdN8C2lLKRw9Xfqxz+rGSNF+lrTMyqdImNUjrpwe7mKqGJefLBU4b9MetrE7TwSNOMQd/DSg/hByyTguPzKcL38MOAMOhwMT0niiI2NzdBCtbW19k/eMV0espoMOTmjR2EEHQ6DpAVUuCFAYf7B9y5c4vvf//7VEXJ9sam845ZLgk7EbK2Lr2Yz9ugvZWVVZ49e8ZkMkEpxQdP3mdnZ4fnz54yHo8ZjwZ0ul2XqJCmVHX07ebaKi9ePOPRo0fkeUkWJ8Ra0+v18H2f42NHGNzc3HQ8GGM4PT2m2+1S6ZKT0yOE9Dg7O2Nnd5ckiZHSpXdurq+xd3DI9tYOWZYS1xos3/fphC6C6PTkiMFgQDeM+NlPf0qnE6CrgvncuSYu4jm/9tW32NlY42jvFR+8ypBBwGDtFkEQMBwOsdpF4AghKPOKo6Mjuspp6KTvMt9F/X6FpE39CMOwLRDNw1rLeDjkx9/9Hp7nEXVCsnlOmeeUyzk//vnPGe+uY5Rl1B1ytH/EwezCjcS1RigHLEjjkJFrzy8sCs/xcpD4nsTDJxKWO2t9NvpdpC4osxTqwhL4ASjnruC+3zn/0cAV9lIW0SgLhHXrsik+2l6uxebRClml/MhavPr4xJ7GrYm3B2WVk+fujJ9mFXFaMU0qZokm1rBMCwIVEAWu9UWbtgJebeFefzTWoc3XX5/9g2tfG+/fq1MzgF/GBLhKUmziLKy118bi7uK6X9JeXryr7WKTmnn1ezCi7XwacLs9mtXRv47YCJKK2ekJk5WV1i+43++ipGY0jCiLJcKWKGlYXR0jBCyThP2jQ4bjEZ36KNCkbuZ5SjfqsLm+yqDXZRCGnB8dUaYJ8/mcuCrYvXubt99+m2Gnx8M79xn0nBTAZWGl+L7P6ekpUkomkwk7OzfY3NxECMH+/j5F6qwpfvKTHzMej1ldXWU4HFIWBWnqzLabSWBZlty7d4/joyPn5tfp0O/3OTg4oEgzBt0enSAkixMeP34PvxPhRyFHpyd0eg6AdgDzmIuaXT09PXHK+Kpia2OTg/098iJtw/EALs5PmE1PWF9fRRhNkiwZdHvc3L3Fyf4xuspYnfT56le+gKcM7/z0R+iiZDgc0e2NkMEAFUVoYYizlLOzM5JlTLKYo7Bo4WJ1rXTG+44hX9+XdYY9QqI8nyjqYGtNnc4zXj19ztnZGSezM5Llgl4YsDIY8Id/+IcUumid8nzp88d/+j2mZYVR7opKI5Hm8gh/dZFf1b0BSFMR+bDeDXmwtUEXqJLMTXCtcJiQ8i6Fnla0BNyrg5pflr6gfA+hZGupK8RVb+fL1+E6sY8sv/bxyQqOBOVLjDSgKySCsjKUFaSV4SI3nMeaWEuMCJC1q3xRVVS6wLHtr/9ICwgl8XwfbQxVPUpuxokNoa9d8PX42lba4TOYerepGctCtLwBh5grqlqjYozDipqjmqiPPQ3eclmda8TeVug6z9vZO4oWa7LiuvOZtJeUb2ud5aSzcwQhPUrTxP4KQqkYdDsURcnBwRGYirxwcSlKGDwMk1GPbqAwumS+uGB9c4P9wz0OjvbZ2NpiNptRFhmdMOLm7jZKOI/jymhGoxEi9OmujlGjPr//J39Efzhk0HP+OWVRtCTK5mi6vr5OWWrW1zfZ29urp2B97t27Q5q6Bbizs0OSpizjmPli0eZJNQV2sViwtrZBHKdEoQum+/D5C148e86De/epypyz01OnMPd9er0+L15+SGVhvLqGH0RkWeHM0YVkPBiymF2Qpil7ey/RVYXvKzwlODs5QZsKYzVaF1RVQqcTEi9mJGnsjuG64rt/8sfsbm7xra9/lc8+esR7P3+Xk8MzJuu7iCiivzJkZTJi2JdYXHfnxJuKNE1bzKLCIjsh1KNuIep7gUt/bW0FtmaxIwXzxYz18YTH7/wUX8FgPGB1fY3RaMR3v/0dOlFEt99jmbnrtb65xZ98/3sUwnkOv+4t0xzVrftLe4+XZemM6QKJyWJur6+wNuggrQss8FSA74eEYQdpDda4TClrTIP/fmTq1Dx3g7M297bv+y5/C/uR/wuu2/s4Is4nKjjGuCOKUpfevVpbikpTVJCVltxKjJStUldYt8hNDaI1EoSrb6jBZa6+8de/fvXRjOyuBoE1/97EjzZF5er3NMeyNj8qdNnbpb7ih9zwHGpeQgOwed4lQerqBb7Ktnz9dbYjwzoyRynnTPeLv3in9VW+ubPLbDbj4b37nJ05lbSuCnylWF7M6EYBm2vrNdbjs729zeHRAVHkGKrb29v0a6A2TVNnpF6VnF84du6LDz9kY2vTaY1qVm2/329tOo0xvHr1iqqq6HQ6HBwcOH/gKCIIAs7Pz8myjOFwyGQyAWh9lRvP5H6/T7frPHkWiwVFUbSi1m63SxzHnJ6etmbr1lqWSycwzbKMftf55ua5A0r7/X57T3ieR7/fx5OK5cWc2fk5vu+ztj5xiviiQNXHhTB0ETkO7wqYz+d8+Ytf4ktf/AIvX3zIT378Iwc4d3sI5RF2e87uw1TYMsMUJVZrV5RLF6tjBY4i0Xg2yY/mzAtPtTKEPM+J0xyBZGU05sXzD8BoOp3QJX8WBe+++y6eVNy6cZPeYIC1ltVVl0oa5w7gFx/TJbRHFnXpuS2lQKLpdSOi0CdQysEBNVZqBG0n9Pr9e/X313/OVd9yoA0TuPY6uKSteN7HozSfqOBIKfFCJ4t3ZtM5aZKRpCUXacZpkjHXAitCTB2WZa3GKItVnouvs6LNhGq6iubmklK23UYzzWqLyxXQttAOXLTa5SI3i77pRJzYs7rG17FS1KYetQdzne3dOL3pZsRYv67GKU1rTVEZCl05A/Qr1R3pjky+VLSBYFwWyjhLKbTr2gwWJT0Qms+88SkO9vfxVcDBwRHj0YTHjx9z/+59dF7S8T1CYVjpdZBVQbycEwQe/fGI4+mZkxecnXH/zl1G/UEbnRIEASfTc4SSrK+v8/yZ8wgu84KNyRq765vYsqLKS957773W7uLO3btMz51A9OnzZ/T7fY6OjtpNZTRZoTQVz1++YDAeMr2YcXB8hK6NypMkwQsjOv0BBwcHjktS5Hi+ZDjqc+fuLeJkwXK55OzsjMePH7OyskIcx7z58A2KJMWWFfF8wXK+YD67IEkcPtPvD7k4mzLo9cBozg4PyRYLbFXSj3xMmeErD4Hie9/7AVmWsbe3R5Yk/LXf+Cb9rs93/+QPmS0XdAZDbt64xc7aBpura/SiDvFySZ5mkJWIpMA3Tjnt+z5GKYJOlyhyE7E2FMBT7mhVDzYQyg0OhMT6IV63j64qlrNzZtNTqipjMhyQLpb8xZP3kVHEFz73FoOoy8XZjJs7N+l0evz93/sHlApEZVCWFiBuftn6PtYSjBJoavKqgKpMGfQjxoOIzZUBke8GJKbGPJ3o2qCkBVvVgX6XsEWjYr/6aJ396rXf5r9J2WZ8lvW0RAU+ha4cPvQxNeQTmqi7xVjqkqoJfjOSsjLM05LzZUZmOoRhTeAzJVZeVkNR20CA63SaC2FxTleOYVwi64wna22trvXaXSuKIgCyOGbc7QKOwenJDqI+CjmTLmcgVNFcNMnV05w79pQIJVuejSnKetpVJyRYjef7tS9snb1jHVPaWAcdO5KgU883mrImZ6kJr7fWYRvzeI7EcHE+Y3tnh6ODmO5gyHtP3+fmzZtuQhT5DKIO8XxOJD0iz2PQEZTWtathFHB4uM+n791FWkOcLrECFnXSQH80pKoML959zOb2Fsss5dOP3iCdXlCmGZPxSpszXlUVUa/Lt7/9XW7duoWUkkePHrURxmdnThrg1Vq0yXjM2ckJXhDS77uAudPZgu4o4PmHh0RRhAq7DFbW6uOIK9LNVLEoCiywu+u6uhs3bvHy+QvHsB0OCOoducgrlPDY2zvgxq1bjEYjBr0+T56+z3g8RlvLydEpUbdDWWnOTk8ZDMcMBgPyNONXv/wVAl/x8uVLzs/PiHoR4+1NPD9g0h+QLWPOjo7QAqbzOb70USIg8CSRP8CiyKsSz/eotMFTvvNhcp/4NYzQGieENVgCP0T5PtYaRlGP/+P//j/BaG7sbjI7P2M2nXFj5wYAB8dHZIsMNeizMprw53/2Q773Zz+oU0CcCRhcJiH8skWshEJI55YgTMHWeMCt9RV8CXnmjNQqowmEQjSbr3BHKVdsnAuDUyhcPxpBrRinLjxYJxZtAGVRM/hrJ4cyy2rhp/lYacMnKjjWQlFU5GVejy0rZouKZa6ZLkvSSrqdwAqUdK2otAZVf1S1+QytJ1itNVF1VMtVZLwoXJhcoDxKrd3RpyxIl0sEMIwisiwhinw8zweoQeQMqQK8QGFqKYRXW/BLq9ooFmdm5FTtnudhC93yFFq5hWz8kC0KhRSmpZBj60Tm2vKxZToLH98PcQpxp9i1QpBXhiDySfOSwWgIiSWtUnoDn0efesDPfvYTusNVRisD8mVOlWUky4zBsI/Xj9g7niKUIF4s+crnP8/p/j5WZ85wPgrpjId0Oj0O9o+IL2b0Bn2OD4+4dWOHZL7Ai3xUEHB0dIQfBiyzlFfvv2Ln5k0+88abzoOnO0DrijxPGY0GjIdushTHKZ0gYj67QAUR03lFYTT37u3izXPmOiRhxHSecnh6RHR2QSfs4BUZg26IlNDvRqxublBlGXG8REif6cnUTXxCn1ka1+NXR8ufT8+5df8uz1+9ZGU04SfvvMv9+/f58NVLbt9/wOLVPngBvvTI8hlnZyd88Vc+TxSEpMmcd188Z/fGHXbvP+L45Iyd9R3yPGf/4Ji4yAijCCk8wsGojTgKwghb4zU0U05tkEpiJI6hawzK6nrhuemq1pow6rIsSgIvQFaan/z8h3jSsr6xwWKxYLmcgxY8/dlT5vM5pa+5+eARX/jcW+zs3OB//h/+Ls9fvSAPeoT+gELDtV5BmFq0Kd36MgKNh1YCIXPWwoCHkyE9Bb4wCARlXhB0o5qU504cAp9SO9xOSqfzoro0/r+8/3HG/6+BwxIwwk3Maizajdvt5QTtr1Da4AqBLiuququJtWWWFWSFdq2n77W+MW2igrhOi24Mx5vz3lWSUcOjaSY+lTVtmqIQgjAICP2gbnEvw8iEvX6OFPaSI3T5qLk2ta7Kq49fzbGtPacKWsKiOx41o3nHpbmO1VwaFDV8lsY/uP0AHFrOMsmwCCY72+wd7fHg0X1WV1e5WF7w8P4Dbm3vkmYxebFkbWvM+vaEsspJF3OUqVBa8/DOPQyW1d0tsrLEVz6m1EgrOT45oSoK+p0uw36PN974lMuuSpbgKabzCyosFYKLxZyHDx9S5QWL2QU3tne4WMw4X8w5OjnCZAnJMqbISowNMXJArCN+8uQVRdRjf5byR9/+OXsHMVZrQr8Ecvxxn+GtHbobazyLU/7e7/0B7x2dI3tDFvEFoW/pBU79vpwvWFuZMOg5ScbyPMZUAmRApzvm8OiCtfWbPH21R2e0yVnu012/zTuP38fveDx58gvSNCH0I770pS8hpeTtt9/m+PiYB/cftdYUm5ubnJyccH5+jhAC3wtpvKJ9qQiCiG63T2ksZX2PSN+rTfZsqzNyG5UC4SOsROKB9OgO+lTCMuj1GUchZnHCyd4LJr0e1SLBLEoOXhzw43feZS++4AxNf/cG3mSF7du3mR7OeOfgBNMfU/kdl8NmL4cbxtprMgl3vKktQ40hNJYHN3bpeh4d5eEhXCZa1HWj+Np4rsGFXF5Yn06n04LCRVVeiUq6PrW6+m/NJLdBhhuYwwiJ1k5P+UvgoPbxyXg4omYUF05HsijhJClYlBWprjUjSiOxSOvU2c03NlVTCIGtQ+GVVNcWuhSX/JYmD1mpS1e9QLm8ICXrX0bUUy9T22aIln3qlOIfffOe57kPUDdcgkuXv9q4tf7Ztp1yYV1dEVIhZX24rkHfBoxucKeryaCNaE9Kiak045UJ3fGIZz/8Prfv3mJvf4//j7U3i7EkS+/7fuec2G7cNffKylq7q7umt5lp9Sw0RdIkxxyLtAVyLFqgZXmhBT8Ysg3DsB/sN78ZhgHDMGDDepJAmqYlweYiaSSSw9l7ZnqW7umZ3qtrzcyq3O9+YzmLH07EvTdrukdoewIoZHV1Zt64ceN88Z3/91+ECEnjhHyWMeifcfXyJU6PDxkNTlhf2yFodnj91h2U02yub4NznJydVR7C3mArjmOOD4/YPz5kZ3UDHGyurxPH3od4fXO9Upmv8eDBLuVkQrPTZm9vn8uXLzObTHlw/y4qiRiPhjz55A3G/VOCXHMyGXJ7MOPu3gGdIGRrdZPduwcEjZS379whDFLu7d/npeeeQZYJ5dmUrQspHTStmzcpxpb7u0N6azN0PuHjz1xhPB6wc2kDY2bcvn+Pk34fKyTFrOCpJ5/GOohaLc5mU773pa8zG5fc3fsmL770SW5evsrVKzd4cO9tVtZ6bG2v022vcvv2bfI856mnP0a73eaJJ57g+PSMvNQURUaz0SJOAsazKbG1Fau9Cl6sAPe03cIp6S2BhcBkBVJWRmvCpzQgSr/gXCUjcIKydDTCiEBntJXm5e98nZU44eGjY45OT7n1YI/22gqGgMDChY0LXL90nRc/8ynspOQvvvglZkFMrjWZ88VNPZ6l5mRlBVpBE3jNUuAMa42IrXaLWAgCvEtl3ZlEsh5VLwYsNV5TD0YcPv7ocS1V/f3CMd95zL9nWcJgHbZKvJiT2j7k+GhaqroDsGCsoDSC/nTGrLCoIMFUWiglHLJi8damVY+j4EKIyi9GnPu35ascBMGcqFd3R3Wi5OJnKsGmWIykMRWHxp1/vfrruXH2/BvqC/3hl2j++5fMvs45oAGy2tMumxrVCZonJydMh570VhrDxZ1toihgMBjQqSxF60SES9sXGZye0ul0kFKyseGzoHq9HlHkJ0gyiDCIytRJceXiZRSCrY01JqMxj/Yfsrq24g2tGgl7jx4xnnlXPKMdq+ubiEDNJ1L9kxM2V9d84mXapTQwmWaMJmMOj70NRSNO2Nm+RBxF/JXnXuD6xUtMxhlvv3+f19+9Q2kkZZ7TCCI6cYMnr9/gqZsf5433H/LGvTP+5Mvf57tv7XEwLBkbxdXtJ/nEx15kpb3O/sMT/u8//SJha40Hj45prWzQW7vI5RvPsr5zmbdv36a3scXewyNGgyGffOF5rl7a4ezsjP5wNMelyrLk+PSMbJYzGo3mBLqyLBGoinsi5mQ1JQOSuOF9kLT1anO7uOfOTV+q+6Q2648DhctnNAKBcAVvvfkaOss5ODji4dEJR8MxpCk2jGi1e/RaXUIhWW02iYBmq8Err34fJxTaQBw3fI7Zh6zBRdftMLogUop2I6LTWKRjaq1RYfQTJLx6zS3fz6byLZaBOpf64m163Xw7JWumPszx1uU1Uo/s/2XHR8RwHLowFLllMJhxOJgwcwIXhjirKkuHzPvN1EQ7YxfSgKotrH3z6kjfWoRWA2Si2hRKBboo53EwoZSYvPBZVEFAFCmiYBEdE1ZSe2MMEYGfTNk6F9wnCNbdkJclVBlSYvH+5gVJSB8TowTCeQeTun0MVPWhV4UniCpjd7EgI8ZxTFA9TTCONIwJG5a0s8LRwxkbq6scH51wenbE8y88wxuvvcHVG09wdnZGPs4Z5qes9DZ48813uHbtBu8/uEOUtrl16xZxHFexyIKtrS0ePHgAzhBJwdXtHW8uH0jSOGHYH9JbXWXv0UMvQWg2SeMEKyQWwXgywxY5zhh2LmxjCo00MSZpYVTBKJsQZobf/Fd/GWMLjsoR04djkAoZJIz7E5rb69wajDkeTPncJz6JS0JOZ47WE1e4/9Z3sTImXt9hs5cyHU7ICskf/ovvMhof015rsHP5ErbQtK5+jPSi5h9/8S+ZFjmTr32LmS25+MQTxN1V+sMZf/TP/5y//iuf5l//xS/w/W99kywrMHHChYvbbG1tEccxo9GIo5NTX5RV6PO4cRhXd+GqAkEr8ls1BlJ4TE8JiSu1zzi3GhcICASuAEmCdRaBpp2GSDOhKCcc3r7L/bv32Nt7yN7DY3YPT5gZSxR7hT0zQSk0m09t88S1q+xsbdIIFf/7H/x93usfoNMVlIygFJW/kjgHTtdL2T9IfcEJJAQm5+blJ4ilQTovFHZQTaVYdDdVMag78dpXQVSTttIYjLXzx+u5rRT4tSNEtZZt1fH4IiMqs8wwDKs1/OGF5yMVHCkkWV4ynpSMcktp1ZxW7apMlbrQLJ90DcIGwm8xKlMQkjjywexL7Z1vMQw4MIUnLglrK1zF7z8lgkBanCmZjDLWLqzOtVJCCFTFwMQJnKhQc+U/CSnkuW5nLv03FlPxcYJKcLng9fj379W00uuwhECIRYvqR+nVjRt5qUBZlt7rRmsfH6MkxWjKxtYOJ/fv0Om0uHbtCqdHR6yv9bjz4B5J0mP/4TGffvETvP32O/yVz3yaf/7yd2l0O9x/9IjN9Q3KaUGSNMjLgtd+/AZpI+bCygox1URBwCTzaZ3NZpPjfh8pAjY3LswnCVEjwSGZZROcNfQ6bcIwZHQ6otNbIRcxX/zSn/Pc88/y5FNPYbVm/9Ee79+9Q5isYKViZgzFOEP3YRI2cZ01DrMCMSoJZcjwrffpu4A0bXKwt8eDw/uYvGDUn9Fd6RFtXKS52eO1t28TJjH9/mlFLlNgDUEQ4kTAvYePCJxCTsakLc3PP3+Vl7/+dbIctrYvc+PmEwRJwmQyYTSZEkQxwll0lfmtwsDnftWq/6BKuJDCE0mrzxZjKaYz0k4X7TTWGk4HfS51m5RFhtU5uZvRTBNaKmB0cMBb3/8Bt2/fZTidsNs/I+r0KEpwjTaJscRhRCuIicOQm8/e5MKlDTrtFo04Yvf+Hl9++dvoVgtpQRrnPZCrbc5PrL+qWFjt/Z+k1lze2mKrk2LyIQhDoT2ekiYhQgGiKhhuUUhkoLBmgVd68qIvFLUIWtalp/656i+mpoVUE6751FkoCuOv788sJkZrP67T0jCa5cxmVdaxqPKLpZ0DrMsg8WLvZwhDnyU1V4QvSRhqLCSoCE2+3fW4jh9TW4xzBMobRCspWVtbJZvNWG3HFYdnoWb1263z4z4fpWXnKQxKuHmWlE/j8DO12gZA1L9HgHAGYxyiisiZU7yr3123q0VREKXBfN+rpMSVOZPRmDCMuPPuHS6tr/Dw0R7NRou1zRUO9x7SShTv3blPHLX5ysuv8PEXX+A7r36f3FjKwZSV1XUG4wmttIWKE/Yf7HLp0iWc0XS7XWw+5WQ0qDRKATIMuLf/ECcFzXaLKIjReUGSRIRhyMnxAG0yNta6SCTD0Zig2WZ/cMYPf/Aav/K5X6U0mhOj2X24z8MH93nqyaeJmmucTUb0zZStJ29SWMU7+4dYJ8HA9378HkESc/XaDQaDAYcnxwglOTg+Ig4VKxfW6K6uIITjrffeJZQhAaCCCO0shTV++uO8x0vkAlqNgC/8xuf5pae3+ZPf/z16Ozf42Kc+QyONiRI/dXPCs9ZL7UFfH3xYZSiZ0uvdhGCWZ/MBw+Le9sTTNE0ptJdstLsdwtjzb5zN2Wg0aAWC3d1d/p+vfpNb9x8ymmY4J1CRQqQrhFFCFIXomSFQlkYccmFrjbW1NW4+eZ1W26epvvHO+/zxn32FVuciszyrOghHKMAIOR9D1zIEJ3y0Etb4e9JZVtKEK1vrpNKhhakmwJI4iL1taLA0CKmmT3UEkq3u3bozr+UaNVxgRWXmVQHWfj3VI6m6QC0MwWqMqNDlT/XD+chbqkF/yDj3b6yRtnDa3xgefPWuv8uI9sIBr5ooSTkvMvUTJ1Rq3vLVEnurDWmakhU5KhA443wInbYVel95K1tLt9slzzICBS2ZLkiA+Iph6+sEWOOD6H1KhEZWGJCsOAXSeSW4j5jxN2rNXvbGSp7js0DyF5OuMAzn7NjCaB86X2E8YRzR6XX56te+wS996ike3XuP7YqP0tlY43D/AU3lrRYO+iNa7TavvvMmWjW5uLPDnffv+K1iEiOThHfu3GVjYxMJrK2sMx336aw0iQLFMMuIw4DDo0NkqEhbTaQMQQq2L+0wGg04Oxtgi5L13irSOrQukY2IQWF558FdPvHCTfJsRmYN/RzuH/T55D2uzvYAACAASURBVEs/z8P9A5pNQb90rG7scDKYMhiNyKYnIBTv3ZoyHJU8/ex13n73fYoiJ8sySp1zafsieTYlm0248/07bGxskVYCUCdDtDAYV4Lwn1UjjBifnvLc9Yv8l3/37/DeD77F//GHf8JLn/mrtLoNYjmjf7CP7fQQUUqUpAxGk8pqwyKVQhtDUZYI4SOGpHTnMUDnAdBajqBxJFFIJ46Y5lN6vR7FbEqqQl577TXeu3OXV777AzrNFbSRqKBFYQrazTblbIydZjRjQdxp0es2uXRhnUtbG3Q7q6hGzBvv/JiXX32V7733iDJoImRKoJoUZIAhcBWhT1iUk+d3J3ax5VdS0k4iNjstKHLCQDLKvQ910kqIlEDrAuT5wlqWJaLq5qy1nj29xPdzuDlnx/8Bx0Ks6QQeYqjWVf2bnfNdThRE55J4Hz8+GtNYCETgNU+FrmXzy3KEBRK+LGRcBq9qhLxmBC9Tp88h40KwsrJSvZlKn1Qu4lUtbt5i1lspIWp7xJ8Eh+cXdOl1sOf/vxACWaU6+EfsQpBWT9yWZfr1UY/sl31lxVIBhZrvIznpn3FwdMTFS5c47Q+YzXIe7e7SiBMvAxh6fdI0N6S9HjuXL3L/3vusrq4SxzF5XnDa75N220gJkVAEygfzzQqfM9RsNjk8PkEGilarBc7rrLIsY3//EeOJp+6HoSIOVQXcS04HE6yUEEiEq66zgVlRsrq+RXt1E5U2aXS7iDBi//CI3f09Dk+OmE7HWJOjdUGj2eL4pE+j0aTZbLK9vc3m2joXtrbmFgZXr15HyoDRaITWRaXlKhFSEoYBjShmNh6RBpa//Vt/jeGjXe68f5uV9Qs89cyz9Fot9HRK6IQPN6zuhfm1t77dtz4i1k8UK+tR1OLJX+Mk82mMc0yzHOPwGri8wJSWo+NT3nj7Fq+++Q5Rs4c2gkBJ7zsThcwm4wrEdWxvrHBpa42L6ytsrPRoJTGxhE7a5C++9nVuPdhDpB0KKSkre5YwiAmC6CcKxNKdS80MDoS3Bu02EwLlY6WNMd48q16Hj0kwFhKIJe/hJWhh+esHHR+0lh4/6t/9MyP+GWuZznJmhffuxRpkRU8SSuEDRRcJCNbq+Uix1nsY4wVjy6kJxhhklYRAxXUQSvLw4JEvEMZbNLoKZ0mTlCgUVAr7uaWEtZZpnpGqBFntNeunwqISm0UHJCUIH6nrg9D9wnMS0P5DK7VFSEOgPHlRGiqhaC2XAEqHs4YoUpSlZ0bX3DHh6tdSCAX39g74G7/5q+y98yqba1scFsdc2Nnh3Ve+y/7xEZcvbXHr4RlBs8mFyzd4+80f88u/+K/wozdvgYyQQcDe0TFXrlwhKEo2uj1mkzG5LRBtrxE7ODjwhUb6hIA4jpFRVC0omA4mtJoxcSKxSlNqgZUx01Kzf3ePa0/coBlFjIwXI44mY6JOj69/7zWiJOaNb3/HW7QGYIoMYRyJipFGYZ3x/CGhQBccPTokTiKsLbzRlFRcvnaVN958l3avS9pqY/IpoVK+IzUWXeZYW7KRSP6n/+6/5Vtf/CL3Hz6k0V3j0595CcZ9NpMGu6d9pArJC1MxXbXPEzN+8UxHEwrjNWJOGwgUWZn5qZOVICSFcAhXEghJIv02mEAxzbzN68nJCV/5yteYFAahAjYv7jA4PKMZK3Q5xbgcU3gs8PrOFk9d30RQ0ktXwCpCW1JMR2xtrvIP//SPefP+CaLZpiQkcAYlHYGCstR16Zub0kGFMQkQQqOk13ZJXdJTAU9fWiUKDTNdkucZnWalaROQG41AIJcnSs5vhSRLgLT1TH8PhItzHYvFEwNVZSznt05Lxav6FaYqNqUpKgznZ1RwnANtHUqGVcSLn9QIKbCVcZbRZl5MgHPG4vWUJ1TeNDyMInRtdmXNfPRozGIrNvdaxVtjePmBf4JZHKZK3vQdiEWpgDompu6U6g7EH35S5c9HzP0/oNrnOofR0AhjbJmfIyR68NnziDzmBEhBrHyWUJ7nc0mGXHp9IXw8clGU7O0dg4jZufksr3/rZTZWVjl59JBLly5x8PCQw8Epl69e43Q65t69+zz/7AvcvXWXNG1xfHTC8ekJOzuXIC9ZX1vl+OyUsswJIoUZ5WhtCZUkifz2rtQlzcr7Js9zstmEdrtFtxuTTTKG+YSg0UUEMXduv8Ov/uqvcnJ6ylGecZZrBtOCQVlyfPcu0zwjSRLitIEVMJ3NME6gUFip0Npw6epV8iKn3etxsHdEUeZo4137Vq9dYzwec//+fa5du8Lx2SnFaIYR3g0ykKC1Yzou+ZVPPclvf+6T/NM/+sdMi5LrH3uaF597gdAplBW8/d5t1i5uQSCZ6ILYedJZnZs0mUwIYi+FKY3GqQZBGOLKjKA0hBLQgijyj6aQAmMLhICWihDTMV/6F9/gx+/eZxak7Nx4EqE1zcAyO+7TCAVpM+Hihat00x6NRoMwcmg7ISZBBIKyKImThKuXr/F7f/yn/JPXfoRNWghCXGX2Vk9r69w1fy8KjJHzPG8UOCfBeBJiJ465sNqh22nNTeP8sCPyDwLrEx3rMLsPxBqX2pDz5D5ZsY4X2Ko41xVVGKcUlLVHDo/74fzMCo5fjEJUbn/4MZqpLpSx5TnOwrJXx3zbZCygiQOFLnKEqtz5COZjZokD62uwsxYZKITzwk+c9EXPaj+Nkl586aFct2TJaHFWYq2pfFNcpU+xnthXleHlolCfcxx6YC+JVEX+899nnednBMIzDyUepDTanGNL16NEz2j270gpiQwSilxz98EhFIfcfPYmt95+mxs7V3l46y6rvTYmkvzw/du019bZ3tziYP8RN248zcs/eI28LLh8+TLOOTqtFqPRiLTZIFUpRZFxdLBPq9Ol3e0xHU9od1vYsRee1irnVm+FRquNtpIwAKMLlHWUeYYQjsPTE8ZFwf3phIP+iFlpODgd0ex22bl6lZOjY84GQ28hEgUI4Q3sTWm4fHGHzoo3YL9/9w7Hx8c00tir2rcuzq0wrl17grfeedOLYV2BcJLZ2KILgzQ5v/sbP8/Ni11++J3XaTTb/NwvvsTW2irTQR9rHYPhlPbaJiejIWEc0WilTCYzosh/bkIIr4PSmkKXJHGKkYLZbEYSgAoqoporUShwJaEr0Aju39vlO999jeFkSj+3qLRDK2xy8uiIa1cvEBVDfvNzn8UNjwnyEautJq605EWfQngisisUUaPk8hMX2Vjd5r//X/8BL9/bR6crXttnHIFzzJHFKgTA+zQB1hFGgfcXQvspkhVIoZBGc+nCKlcvrBJJgc5ytPOTOBUGFfXE58ZJVxEFl4pNPdBhqQ8RqPl2DRZj9fn3+piT+c97icUCT/ogv6oPOz5awcHnFkvrHf+UKXBGY0sDYb04z4PGdfa3EKKyXVSeUWxtBe4tbDuDqqspjD73ut4vVqFLTVBtw7Q2hMq3xcuFA/zOSFV4TJ1a+TiWBDzW+VT/hqPQJc24siut1LDO+aeLCn0XV79m/XU28ze8XJqqWQEqCJDCooSf8oVhzP/29/4B/81/9R8xHO1x9foVTvaPWF1dJZtNCTT8/C98li9//WXiIGQ0GLMfHiKEpNfrkWUZVy5d9gLSNGWWz5gWM7Kp1yKNR1NkkJC02sxyjQgThiM/Ij8+HXDz5jOo0GejF0ywwpG0m+RZgWgknBWW9/YOeZRNyLQlN9BcWSOKIm7duo1zZq6a9kmpXvKxtrbB+oVtdnd3iZQkmw5ppDFaZ1y5co3VlU3efPsNer1V3nn3FlAxzUXA+vo6j/bv8uKVi/z6L32KYHSPt175HiuXb/DMC8/RVBJblIxn3rvZBmDKjCRtIKWkmPoAuFp0GgQB0+mUOEl9UF4QE4oSZwq0cxRSkCQh0lmmkzFhoBiNB/z5X3yVH93eY6baJM0eFy9epn98SHulweTkAJe3CZVD6RkhOTIVFCojsopUKUyZI2XMhUvrNDtt9o/6/KN/+hW+ee8+RdDBWN9d19uRuTDT+Y7cST+wQEBRasJA+Sw1Cbq0NENFQMlar0UzDufuktYYn7paD2pEgHRqLmZeLgbze/6nFIbHi8bypKr6B/8elBeqOjw0IZyrobMPPf4/JG96SrjQFasYf0Gss57pWLVwQSV8rIGroCoMLpTVhaCSEbh5oUHUI3WvX6pdAr18vkQ4OcdE6sLjz8nipMJUHxpAoTXSnTcJqoPY622aUgKEWWplvQbMWYNFoq1FzS1KPYLv8abqw6OyX6yo4csFaF5AnReJKuFAWox2DEYTettXuXd4F5MXlFozdpbe5gahifn+j9/jd377C3zxn32JX/iFX+Af/tGfsLV9GWMtzWZKGAUMh0MQAqsEewePcGXBztYFkiieO+wliY+giZOQ2WTKx24+xSzL6B/1efXttwjiiBs3btAJSsazjImQfO2t1zkaz0ibXawMaLXbTGY5g9MBURhiCkjjlKwsEJUHjApjLuxcZDgZc3h8QChACUkYRjz3zPOUpWY4nPDccy/wzvu3mRYlT167zGgwZtCfsLq6znOXNvn5a6v0997jYP8hT3/8OV546bOcnh3TDEMm4wlTXRHWnKHVSphNMnLtUFE8vxdqTpRzDm0KNjbXMKUlq/K/xrMSEcY0GiHSljTDBnce7PJP/vwvOBoWdLeeRJWC/nDKC8+/xPde+RaTvCRud9GNlKDTZv9swLZUJKGklBAGAmOhEad0N9dY2V7jx2/s8j/+3j9iFsa4tIPUDmtLIPBR19LOtye2Kjj14bfg1b1dTVidUmhT0GtErK/3UDhmeUYkvaldFEVz4PuD1+15oHh5WLO85fqg4Y0VzrOwH+uSHu9qpJT/0sjfj5zaUL8g1o+ufTBeTbg731p5FrGngNfj7uU34qv9Au8R+EmYlAGBkIvEBagM0WsJh13kQUnlt0hLYkv//YstkpQeLF60k0tcHed/X31ej59n/X01B2iZ+l1fi9qEyRjjfVFcnfQp50kUwvkuB2f8+ZaWJG6yvrbJZDZla+cSh6dn3N+9x40nrvHOG29w9col+kNvvDWbzWg0Gn5qphRJo0GUxJwNPFlufX2TOGowG48YD/pESjIdDcFoJqMhK502tiwIA1hfTfiNf+NzpBsrfO2NH7M3KXCtVYL2OlkGK70tytLQ6fSQIiDLfNJCKH1KhNaayWQypz2srvY4Ozvh0aN9nPMOj0g/ZTw4OGB3d5dARZwNRhweHwOCq1evMhyMyXLNlc0dPv8Ln+Xdd29xf/8RcafLlatXsXZMHCkKUyBUQBQm/mHnKquORjLvkrNsitZF5SrgHSOLLCefZYTSe9z4+0RRZgZZCorBlO9953v84JUfctLPKFxIEqdcXN8gxvL1l7/K5SeeYDCc0VlZ587uASfTkoezjDFQlAZhHRNTkiuYWk273eX2g4f80V9+mYEKEWkbYwOsED6SSDhPyKv8mYQQcyqGqMfefiF4zV8lw/D3oqPbSamTSqIoYjTy0S9KyIVgubqnl4vHeRLu+R3BnJcmKw/wx7r++vd5esgHdD9Ljpiepf/hteMjFxx/gSwIC1YTqqCaMCy2J8IxN8+aexMbgzUGo3UVaSrmo/Fl/MRaOyccCVH5zLBY+LV/sUd6POhWe7v6K+BVtEnc8HaUwWLLFVXeykEocZglguBjOA4euVdKnBvdL1/k5WMOklcu+3PwrOJ8SCkJw5A4DEmTiFarzX/2d/9rNi5c53SQ8eynPsO9o0OidptGq0kSSD725DVWuyl//pd/hhGWNE78DYvl7r3bGKd57/Z7jIcj1norSATTyYQgCHzWVRDQbndRUUy73WVWWkonmRnDWGtee/ddbu0dcv2Zl9gf5nzpO69y++AI10g5GQ1Z39xmPJpyOhguPemgs9JjUmQ02y10URJFAabM0aZgOhujlCCIYgrtSaBZWVBoHxG8u79PGDf4tV//N/nGy9/GWtAm55nLW3zzz77CWVaydu0JPvPLv0hvrU2pc0CTWXBKIqvc+lCp+Qi5tCXaekb6YDAgy6Y4ZzwHxWrkfDzuP6vQQS8KGR8eIrKS0WGfbDhmbWWNzXaPw4e7FEWfGzd2GPUPGI3OWN++CCJEzODWD9+m2WrTNzkgSUSDqNXGNWKuPfsc3/rO6/zPv/envHJ4io5TplZQIHHWy3+cc/Mst7oo1DEzUG2zqkRYAd7P2HqHBWzBSi9BlwX90ZijkzNk4D3GhXWE4jzg68T5jqS+15fXsi8ClWBUSEIVEISSMFIEoY9akqrGa2t9ZD1EWYzA64fPz9TxTyDmC1hWIJM2JaYsUULSarXmXYbHMyprzSXOzaJCLoFUdXGRslJbq3PVucZerLWo0Hc6ToCungDa4m0jTGVjKhRlXvzEhfYFUM+3VX4/68/FYdFWV92a8zG+2ucrLb63Wnic36oJJT1dvLI1CMNw/hTyGIetZPse85AqRgZN7t47YvOp5zk8PmPr6hWSlRVGkzFnp8ecHR3QTGLiRkSSxqyvrzKbjgmFpNFocHB8RBiGbKyukYQRjSj2xuOTgu7mRfaOBhgVs380oBQxuYh4++4eL7/6Jj947x539k5I26u88eZb7B8dkK50yZ0jKwzt1gqPDg+YZD6DyQkojGZr5yL7Rw8hUJTO84r8ezXoPMdU4LQFRBjx6OCAfr/PaDSh1exyeHDMZFogVeXLE0b82s99km9852s8GJ3y+V//azz7sZv0Om0MMVkmkKpBqR2zyQyhS6Q1zPKSSaEZTcaESpFUU6kauG+1WkSBD9FTOJwuiaOIcpaRSkNgR2xfaNFsBXzi2ad4+soOHVEyGz3kM5/+OLu7uxwfH5PGCe/88AdcXmtx8miPuJWQrrQ9hR9Js7NGe+UizXQb4zr8wZ99k7//ze+zqwOs6IFqUurKWE5adCCQIiIQ0bxDXsCxi6Xo7y9XdS4KJRSBUnTbCaEwCGdwFkpt59HQQU0rwA9a3NIuoBYSL5Nvl9ddtWljDiTbnxRb19/vMOdDCFwNSajz8U0fcnxE0Nj5THC5OFlfKBRWKGaTCbGSlIXBZ2s7rPAnFoVq3up6sWUdC1pLEPxJW2NRgcLa2hFfziNlIhWQzQqklERSYIwmU5LSRX6sbvHxHk4iomDun7y8nRJCoIzPViqs77Tq85FIcuNzxStuPSoMfSTOPN+5AsGDKhZGl0jh2/cwDLG6gCiqpnh4NB+P4XjpRECoJDZq8T/8L3+PT3/qeX733/sCxeyM49NjPvPZl9i7c0AUBbzx1i5aw7PPXOXu7V163TVUqJBZRioCn1dV5KikQakCVCOF5gqnuWLtied4sL9H2l5DRV1sadjahLWtTYba0tJwMpuRrm9ycjbi7GxEWJl6T2cznPCgo1KegtBO23SaPZx2JElIlmU46XlHYaQQIkAQMMs0K+0WtsghgeFZQdrskomM9nqXjdXL3H7rXf6L//Q/oZ10+OG3v0peFjx5/QZRrBBKMB6PCeIWxlimgzHG+m4ZqSic58MYrZFIrIE8y+m1uhTWVN2V59ykcYzLS/S0wE0mXNveZDIa0my1ODsdgHakseTqzioP926x9dRl/uyf/TFf+A//Dm+89R55pmm3Uo76J7S7Te89ZC26hLgRstJKODx9xDffus8b9/a5M9QUagXtHARiaUpb3YfgAwgA4QK8M5PD4B34BIJAhB5/jBwOhZQRUgi0HnHj5g3WGxHFZIIuCpSwtNOWD1vUOa5aRw7P/6LqluYufUvbnXq4U/9XXVDmR712rMW6hdZq3iEZ7a1WhTcic7YuXosJ8P/vglNnRGMXkycPUixsCH0EcM38LHGO+aSoFg4qxLnuY3l+77cn1WWouh5bekcyGailXG/nnzRBSGk0lohzHEfnB/bnJmZLI7z64sahIo4ihPUBa5IF/2eeamAlYfDYh+Kkr+4VqhdUuc1RGGBKny4gl7orYUEqD6a7QiNDSdBa5Ztff4W/9Tv/Nu/feUiaNDg4eMjG+ipSOk5Ojrh84SIH+w+ZjjLCqIEqJEZrssmUdruJwXeThRMcHp7ilOJk2Kc/nNLpdDjLprz9+qtcuvoESafLZDbldHjK+/fu01xbZ1oMCcIGzVaLRiNlMs2wzl9j36H5LgYk4/EYZwXT0Zg0Tel2Vzg7O2Y2MyjlEw7Wez06rTahcEhraAYtnAoYjwYkzQYq9uziN998m2KWYfuH/Lt/629yenRI/+SUVhpyeHxC2lohCkBZn2HmEzgLer0VptmMQIbosqSsppHWeR6UrD6nRpxg8oLNTpdYBViTU8ymxJG3q11dWYHSkKiQOFBc2lzj3QcPef5jT/OHv/8HrF+8xNrqJg7Hj378Yz73+V+jf9THlpbhOGccSF7+4Vu8c3eXt89mjLQil4m/D0W+dCfWxNPzwIaoEk1qC4hA+v8uy5wwCLzkwvrcK4XjwtoqoZRMhhmREBRZycZqmzknzVqUWu5g6vV0PpxguajUxu/Lk9zl3cbcI1wGc8a8qNZrGIbMipwwjNHO89/Ksqwmlx9+fEQejvV7Y3waoxAO5oCWmP99DtzWmpXHgOSabLdIfqgp6QuCYFDpk2osyH8YntQlhaDQBQ2lvNBPqp8oLPUEbHlb5he/QojyHDKfZbWYz2KNRcoYZzQqiglcgETPt4KhCnz0C/iiJrzxl7X2XBcn69esi5yteDlCU7gCYSGOIna2r/CH/+cf87v/8d/m6P3vU07GNBsRUlqS0LC6ueHNr9oNTKlx1mdSC6koHRhjyc+G9IdDotBT3W9sbBN0upwMhjS3L/DsE1d4cHTGvfv7vLt/SBBK1naeYDSb0uy0GA/Hc7BVYLG6RAgIw7i6RlDakuOzU4I4otfqoYuC0WCMc9LjEcYLbYenx4zOTnAOEhExysbEzRa4CJEoaBb0+0OuXeyxvpEymR7y+ivfZGf7EkmrST6d+VQFISjLgqLQTAqfvYW1mLLwRcjkREmME4KsyAHHymqHg4MDkjCiG0dsb6yRBhHlbIqtDPcLXdBudtBaE8YRK0FIoByXty5w3B8xmxY8/cQTPDrukyczsrJgZWWFr335K7z4iRcZjzO63SZBo8HhwRlF2GaGJVeC3FoC6dnyC1vOenJUuVhWa2SeKlvdn8tTpHpsXmrfPUZSstFq0BDVTmGmSYKYRpzglhwn/e/wzGRX4aA1odZbgXqS7vL69LGOiwKjltbdAgaR88lsfY6l1iRhRGm9kLms9GrOlT+1w/loGE6FxTiMbwGFoMq6nV+8D0rfe/yi1tybugDVplrL1Xe5ICy7x9c/L4TwoVwy8F+XiEmP7z8XW7/z2pL6axzHPtyvOuZxvmIBGi//TA10P96hPT4mPDcVU4sOSVU3jqswKCVjXG5YW1tjY3WNLJsShYqbT9/gwYM9tPaL3znn/XCrwhsE4Xwcv9LpYMuCbtogEgY3GyOLjPdvvcf+3i69Tkqn2yJtNRFhxHA6pTSG09Oz+RMOIC+L+cNgbny+VPDb7TZhGBOoyPNerH9a1+6GjUbs9XICnAqIGzHYkgDDlY1NpC1oJBH9syHvvv0O3WaDwGliBUGlbrbWzhdQWZa0Up+TLpfGv0EQMM0yBoMBUgqkcJweHYIuUc6y1utii9LjXiqYn9/q6ur83suqXO9sNkUKRzOKKLKpF7WurHLnjheY1t/vX9tTIEbjKXEjRaiIWsArpUCbBYbx+LTnw/7tgzpwf7v7BxrO4MqCRuwB4tlsNn9PSiyoIctrrX6dKIp+gnz7+Os+fi5A1dVybv3Vn0e9y6hft/48Ho9J+qDjI/NwojCgtAaprVdaW0BJAgKsUv7iLL3pOd8Fz8Xx9el8YaovjjGLCptl2fxDrpHvOs0SoLCGRCjysgSR+PG48HKF+glRlTmWZQ5miYgohKIocn+hqqIZRXE1cvSjaBEqlPBaKinrZAm/KJWQqGqKhvAyCyVcZQ/p5hjU4sO1KONoxAmlhlznWOs4Ojkm1zllMSGbDBgPztBaMxhO0KUBGVE6jxE1Gg3SRhMZhAwGpzhKyrxgtdNmZWcdFUZMZ1MkkqgVM5uMmMxyjnZ3GVpw0hDFCZNZ4Z/yMiArPDvXFZIoSUCXSG3JSzN/6kVRUC3YdUajEWVp/JZZhiCq3LEgIDcWF4VoJxkLTURJEipeunmTs6Njuu2U/anlt37rC7zxw2/zrz1/mXxyTBg00EVGFIUoFVSdYRUoOPX6p7LQnA2GJGni4QkD2XRCO42Z9s/YXl3jwtYW0vktlcAiraMs/XZ5tbdCWRRzVb+RGqstpihpRglJGNCJYrK8oJ+NSdst3nz7LZ/mCV7Z3+nw6PCAxkpKrALKaYYzOWXhp5Qe8A3nG6jl7ZQ8T7c5fyi/7Z7b1VpAeIZ6Kw25uLFCKB2D6ZBGM6HVahAn3phOa02k6pG0QCC9ktsKj5VWlhZUEM6iATCeyqJ9VxZXXa4/3LwbMSwK4bLwuqxIlr4gi8UE+Wc9FvdsyCob3Nt4+JMpz29/HAbr9HzbtDwKr7ua+slTV876aVInb9YVdlmTBSBUgHagwpBZUVYC0nBOya63fI93SuCfyB7jAb30ZAgqvxEpvfA0CqRnVC93NNZ5pu2SqtdJ57dLbqklrorp48p4kJSFYzrJ/YShETOeDTGUJI0GaTul1VvBySZvv7fLcJIRt1Ks0PQHZ1jjKEvD2dkZo+GQOArY3trgytUdTk4P/YcaKEY659Goz0kBU9ljv+94eDyspkoaq3OcKShKP4nKigIjYTCZUmhLq5USSq++d5VyvN/vY4zhxpM32dregcq+Q0qJUwEFkIk6+E8QmCkr0vDZp55Ejw/JzvbZ6QW88MITnPRPEdr4yJo0ZjYZ0G62SKKYIFCUhY8Qtk5weDIgtw4RRkzyjCSKsVnBeO8RPQT5o2NubG3TFBI9HNGOIoYnx2TjMUGgUGFAq52SZdn88Xc5kAAAIABJREFUphdSEkQhjWbKhZ2LSCCR0MChdEEaeH1cEEVVhn3EW2+9Q6ASTOUSmHRaHI1OyaxGC4cgJJDROZrFB9nc1vfbfBHWDyVZ35b+vTopWO12uH55h7QRUGRDrMtZWW/SXkmJooCiyMjLDGN9BpWTi+2aUsp/hgac9vdoHbdtS43TBqcNMgxAybkExgrmX5cZxnXnKaWcNwTL5N5zPhcfcny0guMcRTabLyCwixGc1QShX2RJkhBHQbV9WMp9qtp0H7tr5xUzCAKfabS0rZqDWfU4OlAMxiNmRe47LBlUDGRbVdlFS4rxHsLLr+NP//y2SqmwsqFUFEWx4PrIiuUjPQ1gUWxMFYdR4pxBsSiGs2KGdsutppkXm5qMJYQgUBFRFBOGftJjjEEXM9I0ARUwmk3IjOFr3/gBk8wnLEymU4RwHtht+lTMNArZXt8kjVPKsmT/8JiVzQuMJhPGRcZZPiVa63IwHfCD27e4N5wykRETUzCYDilMBkL7z1AJXOC3qM12CykleZ7T6XSI45iiKEjThDRN2N3f46w/pN1Z4er1p9jeukC320Ybg5CBT1w1JSuxYz2f8u9//vO0jebR/Vv80s9/kp97/gZpkPP666+zsrZJ1OowLTQr6xsghdcDOUdezJhMJuTOIdOQzPrFcP3yZcrRCDcYcK23wpO9Va73VkgEtKOYbiNFzzLaaVpZsSoqgRFR4jtEIQSNJCEIQ4IkxljH+oVtOu0GaQCJlISi+myd4fSkj3OOWVawu7/PxZ0rkDZ5OBoyAgoZYWSAEwIpgsVD0Z0vMvVCruOqgQ/8agU4YUmigE4c0olDAhzOGJSzNJIQhCHPM6z1gPpwOGQ4GTObzSjKkizPKcqSWZHPdXRleV7iU59PnufzQrK8LVo+9+Whj3OOMIrOPcxrmowntn54CfnIHY7PXKrcHLSZg6kCz/70YF9ZgUgLzKM2VA/DcM63qW04jTHnOqDSekuF+RZK+QvRbDbn2yvhQIoAtyQsAw9w1nvKZe7B8nRp+QlkK7mCCgNUIAkDCXh+Ac7gjAF8drmUnjAYB+E8nUFIhwz8BE2pakwoFqmi8zbTOtAGhCVNQpppTK/VIVHe1tPlgmzk2Nzc5Gvf+AZ37z9EKj8BOD09BSsII0Ve5pwcPcIV2nNyVEo+tdy5c8BwKphpycnYQtRDRW1/DqFgakqitE2RW7SVGBFAEM5THDWW0XiMFI44VEwmE6bTKU77BNQwDDHOMhwO2d3dp9db5/B44Hk2/T7KWQQWk2ekQmNP7vOf/83fYu/993Gm4Ld/5ws8dWWb4nCPG+urhEJy2B/Tz+Hh2YiiNEwzzWiSURQlpvDuiqV1tFspTpdcu7DFeP8R5fEJa3FMKw4pZmPa7RhpDUkkCaKFB1MYRigVVr/HEDUSjDGkSeI1bmGElYowTWi0W6yvdlntdIhDSRxFWBylg6zw/jjtXpcH+7u0VzusbW7QanUwhcPZukvxPJUPO4RYsIh/Gs7oO7ucNBRcWuvQjQPMbEKEZLu3Riw8Ez+KorlzpRWe+TyezHw+ejXxNdaSFwWzssBWqZ0ukBBW0cXVcMCHNsoK+BXn/ljnMNYyy7JzeGrt9mfnAHhFpv1Zb6nqr8ujtnqrNR+lzYlIy0CSf0PLP7dMSqrBypo4twyEWRxCefq0qAyUAil/woV++dw+aBS4eNvVnrSqzHW0cBiGlYzCC+0er/g1g1jY8zeXEP68hPQAcX3+9bbRaR/mhzVMJiOvoq7wrpXuKg/u7WOrpIDj0xOiJAbpLVPLIqOYFQyHQ6bTMY1GzKVLO+iiZDQYkcRNLmxf5uhkyOmgIG6ssf9wwI9+9D6NpEmj0fDdShBjrcBaP9twQoEMKtqjP+9+vz/nYNQPgdqVT0pJEqecnJxRlJppXnjLVbfwIwoDSWBL/p2/8dfZe3CbQuek3TbXr1/H5QWpkKQIkijmrD/g3ffvsrK6QZSkTCcZ01lOkfshQJr6iN1sPCZWCj2dMjo8IhEC5RxBCCpSlWG4xzKm0+m82OBklYPuJSGz2WwO3tf3S9pqevPwMCCOY9LEk+hCtZS6IRSTsRfAzsoJe48ekE3G9BotlBOE1VZbBgJkBTVQyxaWBiCPLcQPKzrWWpIkIgoFrUaDWEmE8XhUKMIqb6162NU4qJILpq/yW55c+4Tc0hpKa/zfjfNhkFWn5Q3kF0Wlpv9ZV6finpf4CCnn4uT6deu1UksgftrxkR3/fAFzOKuJw5BQhlUWFARxgDEl1i6wnHobY/AsX62Lpf+3mOqUZYl2Gu18IHy9WGscZIGWU1VhQ6E1cZL432k1zmhAYqrv1XMAWyIr3kOdYGhwUH1IcRwThwk619iyupBOgvBIvXeLc2AsgQwxemnKVvMsXPV92oJxhGHkwWclubi9gZV+2ymVv9HyPPfSCQlYwZf/8mt017fpD3KaquftOELN9tYaa90ewgnMtITMEKVNDodndFdXmFjDWw/u8f07d7h1MuD2YML3H+xx4BxycwvXaGM1NEJJXkzmspJA1gvKXx209a+hHf3xhDCJyXWOk4a01aTZ7uGcwlmNkiWvvPJVrly55Iu/ChE2InYN9GzAr336GbqzCfsnfT790k3+6ieuc3LndZATMuWvf8KYG9tNfu6pLU4fvE+jFbG6uUq726EsDUEQ4YSkmQZsr/bohIK9t96gE0Iag3YzxvkYlShUEpC2mgRRRJJEFCZnkk1xws7vxzjwWjCBJFAxwkm6zZQym/niai3NtEeatgikJQkFrVhhygItoRAaTUF3bRWhYTSYUriSlbUeTnqDOKk1UlmU8zIA4cwcA6npIBJZ5TyZSpPnO2JtDSoQWKcJI4UtRlxeb9FUDvKMAP/gaTUCWrFC2RxR5tTpnM4uCsjy4KUwFqECnJAU2pAVJZNpwWRakJUabSWZdmghKAHtvD7ROQ/gCPBia+t9d5T0Uou6ExLOa6xq4bQHyX9GBWeZM1ODvfXFdAK0Lh7LjFog10El7FRKVcXHV8J6iyWlJKxsD2pZxLJ+qh7/1jEsofTbl2le4LQhEMzFo9XZzgWcsBBb1k+Q5c7HE5Y8Tbwsy/m27Nz+ewlzqt///OlSvaQS3r5DqBBnBc005cVPfpyDvV1iKYkCn1MuncWWBcJYvxCU4Nat2wxLQWNrm/sHh8ioBpctSbvLUXZKmAZc3NlkLYlhNMJh2Nre5PnnnuOTz36cXrPLzFgGuuBgNOLd3Qfcf3jItDItq0fc/m357ad3bvRYWyCVL8hOU8yy+Yi3f3pGIEI++cKLXNy6QCNWlLMpz1x7EudmWAPT0RjhJvzizetcbrR41B9y/cknaUeK4cEuOxurJGmDKE0JGinDyRDjSvYOdtne2aacTUmVQmlNNh74B0ieI/KM/sNHTI5P2FhZIY1CmnFcPezU4t5Y0qy1Wq35/VLfR7NZjlIhQRBRGO3Hy5l3ZwzDkLTV9NPWKCIJQ0RZEDvrTc0xOAWj6YQ4jvnha6/TW1knCBvIIMQ5/Fa96qiWO22F/7OQAyxkMrVdba1jcs53zgpBOwzZ7LSIhKOVeMxvpdMliiXKaZLAA8KBWGzd67W4PKjQZUme53PYoihLj/Fowyw3jLOcaVGSlQ5TMfW18XYURjIXI1M3BsWS2Lra0dQZXvU6+WnHR+bh1G/Kq0PlvHjUxeTxwzkvI6i3WvOv1f6vxnDmDMdqsReVI2Ce50jpGb/GeGP1uoLXAW7LGpHFyI/aSP5Dj2Xuwwf9PyGEV4g7B2LRvgLzsXggAp86sHTB6/cYxzFf/csvV5IG68fNWBpRTKQCYuljWSMniYD/6w9+nzjqcvPGC+iZoR1FBFZzdvyQzdUuSRqjwoD+8REXtjYYFRn3j494cHLM/YMDciUZlJpBUWKjiNwKTNXKZ3lJmqa+q6t4I/WNOb/2FX4gHaRJA2EdZT7jwuY6w/4pb73xI3qdLutrK2ysr7KzscVGbxWpHA0x40pT8rkXn2H3zj3CVpfrlzYweUYSNyh1QBC2aXdWCYKA3to6k9wgkgQjoNFIcGWOKAvaSUSgcxJdYE5O6ciAjWabUECj4WOCQiFJo5jACYb9wfwenEwmFEVRDRzqCWlJEFeJEMZ331pbGq0m1gkarTZRmtJe6dFsNWiEknYc0FaSlgLlfFdWOj+pO+kPiBtN0qTtOxZbyWmqh8/8z9JDqy4mflVbpK2HCQsNk8kNSgQETnFtbYvL61vYouTs5JjZbEacxngDOUsovP1JHTEdBIHHFoWkEcXUMcdhGM7xTI9fKkQQgvDE0azU5FYzzmdM8sL7YhcZWakxFnTVvRTGUjpwQYBQFXi8BH6HUqDwCSg/DTX+SDycumPRc//VCiiTArTE4bkT1vq5fI3ruOqk5rKCWiUrQTpvAG6Mmbu1+X237zbiKiNKOBbpiVULivMWGYW0SwbrEinD+syoKd7z/bGAxyX2y1XZChbBfc7hQRnP0DSVlkzNJxEV2bECloWqX8sLP8VU04gTVjpdzoaDyh8WhFRY62g1Wz67SklaImF2cgrZjHYaMm1FDPOCAEu3EdFrrTIcl5hCIJs9bh0e015d5/a7d2mtrtPXcP+kT9DskIYRIhCcnJ36dhrFaDTiytVLDMdjWMLHat5FXXyjilBm3EKsenZyShB4PtTuw3tk2ZTRYMi3X3kZUyY0OeU/+Ld+ja12i++9+gqXbuyws7HGZHhKqARh2sEEKSqUzAZDRqNTpNXcu/+AZy48Q6/bZVJMebS/Rz4ZE2QFbaVIBHSiiEbsXQPj/5e1N421LL3O855v2MOZzx3r3hq7em6y2d0iRUotUqSliJqhRLJiJUEm2A4SwwjyJ0CC/AwCJEGAJEACwwHsOHESK0YUB9Fgi4ooaqBIDWSzWz2zu6u7xlt15+EMe/iG/Fh7n3OrOQBt+RCNqmJV3Tp3n2+vvda73qGbkaeGcireyDLqekyayuetxF2grmvxS7IJPjiUks6nfXi5OkCs0UTSJMVVJUVZ0en28d6zsTJmeneXoTV0laaIUEQFWjErZ2ysr3FyNmF7NERF6Vzn3gut/9yzS46Zl/GD8wLi8B0POWUMvsHOEq24NFrDn03odXJcPSXRKWmmsdagvCMGWWiYJnYJtQTL2y4nKBZZcFFB1s1wwVM4L7arMaK0wUXhzkzLQpJQCFSxlhEKIcY2MVb4BdtfN090wWnbwUJr/R0yjvOvj9ThtO3g4teq5bScMyVH41xYjCmw3F6dZ+DKTCs3dquTqYMnarMwdmq/RivCPJ8F1XY92hrxk23IXOexocV/GCkk1iyKZlt0znsPR/XwUyk4vzAAe7hV/E4gWWu7+NpaazpZwnwy5erVq+zv76O05ESFBvm3JmVeVsyKOfOiwNeBUEb+4d/9e8LwdTVpJ6WcTdlYWeN0YlCjbc7SIWdpl/61x7k1d9i1i7y/P+Hdu7v0V9Y5mRTk/REHh8cUZb14f1ma8u47N0iazsZ7z2i4smiRW18ZpSDLUibzGZ1+T/5sDEQVsImmdCVFXbK6tcpr336Fxx5/gk9c2CQ53uMbX/satbGsj/uY6pTUQjAJ0eZUMaXyhiTPubC1zko/xaiK9dGI1Gju39uhns/AO1IVyYFuVFjniLVfYAWTYk6SCTcGVGuQ9BAptB33XSVqf+drqqogBKHjowK9Tlf4OErifbrdLlEbHrnyCNor1gYjOsoySLokXpEqIdkRPN1Bl1v37kpSRVmSGnFBMKZNwGjvl3NxSXoRlCtFr+mavJJ4mgVHLETWxyOGSUqoHJPJKTEGhsMuqZGRV+uHvaLkjIvesNU6teOcVcI2ztOHs8OXW1oBlZ1zaCs0lBDk/6vqmllVcjKdMS0rytrjlSbNO4IXxRYIbzbBNDKK79PhfEQezofXYLEhf/mHzMbTNJWkgGaEalfZwqCsH0LnW1zIe7/YTn3HP3vugzu/Qm/HgrquF7YQHxZnfrev82GZxPmCcl5y0Y5QbRFZRL58aBvW/n8yl3PuOljeefdtggrLAHlrmnAIwR56PYlSMYklzztM5w6T5JxNCjq2y9pwFVdDPthgrgwTHwg25cbdHW4fnXB/NmeOYbyxxa2du1ReuE4mSRmPxwKelxV1XVM0Pjn9fh/bBKIt2u1z1yPt5GhrFp9h23UmSUKe5wxGfaazGYNBl727N/ncD36KclYyHK/w5ONPsDEakVp50Eync06nM8qyQlvLWTEj66R0O5rRMEfpyPHREWE+R9U11ns6abbYOi24H0psG9I0o/aOsq6wSbIYC8uyxDffj9WG2PgSxYa9bpCbujUOax9mvnYPbTqtaYpPs5wQvE6M8YOTf+vw8JD9w4MmEEDLtjE4/DnT/fYMnB+pFmde8Z0bq+bPaBXp5ylGQ4hCnO12hYSp1RKCaFMXzj/E21dLOzlPWI1xmb+mUQvsR3+IsPrh+68l4WotLOq6rpmX5YL3FoNQS8TnWBqF79fhfER7iuU3tsBukKKjlUZpQ1UVSzA1RIKWp6axirIsmm/Ck2DwQO1KFAadCEVaaftQh7IAaluFeSONcM5DNPjgUd2cqqqwgPca5yDLs8aOUvCihust7/2cVgqawmENSdLYWzQcBqOk24peUg1TK85qwqVYaCfQJhHGLeJnTAgE54RJbHO0imiVLg7AbDrHqZLp3hRjFINuB6Ujg+Em33r1XW74uzz+6BMc7Jxw7dJFJjpht4bTekZdTInRMDmbc0Tk5nRGKCOPb68QTw/BGy5dvsqDvft4LyTMajYnMSm2IRtak7JxYZujo4OGarCkB7goT9DaSdJpbzigLqRT6Pb77N89IMmMbFSKUz59+Wm+8tu/icbzzDPPsN0fMDk8RGUKsPS6Q+YhLtfDScq0PGPYy/ihTz5LUc1R85KxziRmRKV0sxwaJwCTpgTvSfMEoy1JYqQLVjArC9I0ZTaZ0O0PmU6n5DGSpp4slUgV7wOuqgnaY7RsBZ2rZSzxDpsKLlLXlaRVplZ8u7OEMJPUC60tiRaZgKvnRJNx9/4O4y98jsuXttm58QGTuiRNUkJcSmCWlBHx+l3QPGgLTmhy6xUE6cz6uWVrbUCSKhKTcHB4hKdk2Bmio6V0FSgxWFdo2vQSKRZNNHYUfKdu7FY1jSm6Aq0iiQ6YqPAErDJow5Ir1hB2hcwnotDzRa0OAeqaGMNiWaIJJEZ8rIw1+O/ysP/nKjjy3YjrvGgmRCfiGoA3tCtobcE70HqREeS9Q7eto49gl1EwtRd1qjaJzJPwUGvajmuudiibyFzaXCC7cKpXD22O2kLSFgUl4IpcoAW4HBa/dq5kNpvjohjEa7PslEzTMnvv0Ebm5djwFHyQ7B7Zb0cIy1A8nRghnFlxTgtRqn+nl+OJ9Ic9YvTMZ2f86Oc/zz/4P/9vPvbCD/CjzzzNC594nv/p7/0ah3qVe/MD8o5nUMyIoaKDZWgtpiyppjWPXHmE+ekEHSI+CBdlY2OD/f1dQnTkvRxfebq9AdvbFwh1YO/wgNpLUWmLgQ9SJCeTiRwOkzJa6XP7g9ukacqtDz4g6aacnBzRzww//UMv4B7cYTDq88u/9It0VeBgb5dkvInWNQeHh9SzCdEkbHUzpsUUa1J6SUpICrK0Qz2f8cH7t5jsPODy5jppYqjqUrozFdF5B+0rsFY+riDcj9p7tDUSLRtpKAuSxFrXNbqxLVExNhHNHoMhOgdexJCJEX9t6X4ix9NTKYB5Qj7sc/rgkDngVQP6B4fWhvXNDXbv3KUqSrYvbKJu3BAwuMkpb89jbG7y1qTmPKygaUOlFd4rCBLvszbos9bPKOs5R5MJ3V5ODJW4AoZIN8upQ2wSTsSLxqDlLDb3i4DiDlfX6HOOlToKvmoaoFoM/wPGpItJo6oqiFEsMhYPfOlgQgyEEPENRCIKU9lwFk4UBEYn39fV+KOBxu2PSgkm0Yjf2mjb9ubVUTRK1lqssouLYG2y8OcwxlBV9eJrR8VD63KjlwpXWBadluSlUVTR0Ut6C2yp7YDOr8Olk2kKjha7CGPERqLFhoIXo3RjDK49OEq6Nvmwlu85BE9opBXiL6ypXCmm8SpKEoGWJ4wBWZsq4XlE1+jBElmPdjsZFy5sc3xyyO3bN1nbusjN24f4/T/jd/+/r6AH25zMJ0Qc+fwUV5SAwuea3f0jjk5rrlzYRsfA4ekBCZpOr0e3m/PW23sYo+XaIOve6fSMt759DEGAQZogP+kslxYHp5MzOt1R4ykT8UXF5QvbHJ6dMKtnWF+xlvR55sIaf/AXL/EjX/hRjh/cplCRIkDe2aSeHMt2A2EgV64kSzsyyk1P8adT3rr5Bt9+/U2K+ZytrS1uHewJo7zTRd3bJU9SLmyuMx710djmmooJF1pJ1n3zGdd1vcA3UisaI20TfO2azjNirGU6OaWbZ5ydHjEerXJ6cCiMcuc5PDzkvQ/ucGf3kNu7h0x9oAgeF5tApGb9e3BwxKwsWN+6wM7N91kZDDmdFsx9xKQJ3hcyhrEcq9qfg2ymYrN0aM+4wWCBXpZCVUo3rgEVWBkNybNUrmNVEZReMPdjUzwWY2cQX5zFMgCP825xvrUSwy8j/zABjdGKskmJIBpax826wcXaBU6t5OHbzDUNx8hQh0BVOpwL9IfdBfj93V4frcNRCqIlBkeaJOTRUDREPgiYxKJca7asFjOedBryc6NTPH6pDA8KFerGb0PC541RuOBYhF59t7fSGk43TzallnwfmqIXFm+7HcdE82Gai26bTUdqE7IE1LxsPiQgSvcWvMfaxtUsRmiB8gafqr0n1YoYHMEkoGRT5VxFnneIPuIN6ASCUxgPKgVLyc/8xE+zee06/9l//J8y8z1eK7pU2vBn9QNCKPgb/+rP8uLVK7z9zS9zZ2efs0kkzTvcurvDe3sz9PCSrP91jVcVNh0BgW6n00ghLMSK4FgcnpYzFQIkVuNCLQdQGbSVbOi6ChhlmwQEAR/rquJockwMNT/58cf4/AvP8+Xf+m2e/PTTXNkcoKuA0xmDXp+1QZ+7p4fgA94rrly9RBk0g6xD5gM33nufd995g8qVfPzZJ0izHnfu73Jvf58sy3jn3m1c6dlYH7F7csJqp8toOGR9Zcza6ohev0NVzZakSx0JviZPE7SvcUVgsLbOg6MjEqWJZY1NMmblBF8WJJnkkxVnx/jKcXR6wo0bN9g9mnLz3gMmAc4qz7Qq0Sol0Yqybqn/UMzm4ANv3nibXq/HZm/E7WoHn4pvTGplnIuNOZuKGhMbIqqcSIgGjKYONUYrcqWwLjDuddHB47Q4WCY+kDTFxfkKYltkjRBdlQT5KQ06INujRh0eowLVbJQUDZ/GoFnikVrJcsQ0nKA07wmY7SJZqhaYqWuM8dFqIZfyygqGq8XtEV1zOJ38i+tw2lcLBsua0UAD0CVaALT29WEgawFKNQ6BWlmgLU4yogkQLGY+AEEtO5sFGq5AJxYbWvFkIEbZIsTvoVMRD59lxwMsRjCtv4tPSPO/8/iXj9I+hhDEON4Yom+8Y5UMgSp62vTCGGXLFdGEBpdVVjYKD3Z3mc0KDu89IOoOOwcnWKupbRcXLd3OCmc7d3j049dwW2Nu3rvNzuEJQU0orKI7WCNkOUk3I81gPnMMOtAfDhfcpNmsoNdtrkuENE2ofAlRRKmSwGgX7nOujvS7KRe2Njg4PGb/+JCuFhDVEbEqY3a2x9NXX+T+3TvUKvKJp59l98b7XL58lSoaYpKQdTqU1ZzaK0Zra8xrh+lFVBIoZyfMjw9Ig+OTzz2PTSLT6ZwfePJRdld71LWnayy7u6fs3d9jZ6diPOwx6Pe5sr3FE1oRveSG+SByF+dqTBTz+MHKmNLVzOdz+nmHqpgLwNzNwYlZl0UxOZuwd3TE7f1jTouau4dnvPf+Tbr9AccnE86mc9KsQ9bpsD+ZMh6LoZlzDtsQDmOUDLPxeEy/32ceJc1iNBjL2W3PYrNskVmrKTlNpx6IGARgH/R7BOeEK4Os+TuN0Fc6eGH4tlBBiBFiXPw6nju/cs7jAndtGcBtx3WeoIhq47KX4s3FclspQrMI8giEIA9dZKwLmtDym5QmzToLvt53e33kgqM1JCYhKkMPSyg8JsuIZSU3XzP6nNdGfRhJr+u60fUs4y6skjG4qiqWzqxNG9qMOedfAfGaCTGSZt0FENduM3zjZCbvWYsnsYpNuyjvsfDV4uKn1nxHoWreAC2jp+UdSaRxlFWxtQvAte2AYmOe3m4dNJFq5lE2wQQLNVy69BjffOlV9g+O+MJP/0vsfPn3eP/+CUHnzGeB4ahP3jH8V3/nvxMKetLnEEva6XI0KwhpQppaiqLk7u091sdbJEY4S8dHpwB0Oh1cqOTJlXaonMMHjzGa1bVVdu7tkeVZk/llqF3N/Z1drl65SG/Y4fRoRpF4OnnG0eyYspryc88/S78u+eDebX7+r/4CqvBsbVykUAmxm7J97Qq33nqHKnhM3md1bRusojvIeOe1lzi7fZukqPjY5StM795neGEEVYHV8MTmKjFGcud59OJV3nr/Ji46Kl/x4PCUu0eHvPL2m3z62Y/x8SuX6WlNaO0xsg61CpxMzsjynMQogRisFc1RqCgmp8S64s1vv8etezu8c/MmOwdnRJVShJT+6AK9Ts6jl58kOBFCnlQVs8kcX1WE4DBWODV1CNgkoaxrjo4OuHhxi+P7O/Q6XUxDlAtRMuXPb1nbp12MHnSCCgalNJnV9LOMC2ur2PoUH0VEOxqNSHTEVaUgAueO5pI13hzV878bGx1UE1dxXmhJ1OhGle+c4FzdbrfhtjUPdKSIaZRcS6RLSrOEqvbUtUe3o1WQey5qWRzFD6/gzteP7/k73+UVgTTPMFb8ituVpLWCmp/PFId2nlyu5pZmTjnAQmxWFBXVvMI7By063uRStbOqjnoRnt6G27zNAAAgAElEQVQyOSeTKQDT6XQ5wsWHo0eVFtDww3417csYg9VLrpD6UJqEXKWH/U00auHv3PIhjNKNfqap/towLyqCMdRBjMQya9i8sMojj11kvNKnrjyucuzeO+LW+7sYlzDAMewknE5nvH9vl/WLj3LvxDG4dp0w7FPkHaYqQWUZ6MDR8T6DwQDvI+PVIXVdcvv2bR659ihFUXHx4kW0NdhUCrxzEh2rtWY07uHClEhBpAAlOMiDB7sc7B/y2NVHmM0rSjWjdhO2+vCZx5/gW3/2EpcvX2bYMRSTM6oQyUYD1ra3KcqawtfsTycML2ySpxlPXr7Ce3/yDV75vT+kODlDmZT9gzNCSLh/f8Jeofm1P/gqRz5wVJYcziacqRptFdfWNljrDXjiylUub24xGgy4/+AB7938gNPphKIqic4zn88XhMa2A5cRUjCTcl6TIIGAd+7e4t3bH1DYnOvPvsCTz7/AcNiXYLuqYGf3Ljv797h5/yb3Dx+Q5hnTokRpKxsYbbFJwu7BIf1+nyS1RDzlfLZYGiwetG0OPTx0byiFxF4HUCEw7mesr/TpZVY2aVUhFi9hudiIUZJsg2+4NgDRP+S4KeRXj1j+Ll2+F9FLkYXo+Pymtl23CxjcnPsmvsY5R2hcAyaTiXwd2xreNbnizhOqGjevF+/5u73+uZjGZe0WY5BSEtqeJAnlvCY1S6vB82zWVtsiFz8uLsCCf6NYmGx576kbf5o0TfFOWseoGlsMQeAE/C1qkrEUsCRJFmZgWsuM3JYWrRHuAGFB4QfwtcSb5HlOnMzOfbMPPz0kHwsEGRKDqXaTZonNNkShg7SglQ9oY8m04fT0lF6WM+722V7fxCkRsepQcWFzhR/9/Gd49mPX+cZLr9G9vMXL7+zggiKPnvHqJmuXr3Pj5i739k5Y2dik0x+LvYKJrK2tMTsrGI3XmJUzTk9P0argkUeus7e3x62bd0QnFBt72JhS15EYElZXNjk9my5yuK3WpLlGeciTlJt3brN98So7996inzj+9i//Cl/78u/z4z/5EzzzzKO88fbLIngcrJD0+yQ24d79HQofWL9wmbW1ETvvv883vvqHvP/2OyjVZWb63Lx3SF0FdLQEbdgLFXfPwLzyHpkx3L+/S28a0GXBtZUB8WyP9eGQlcpglGz2qqpgXs9JrXzm2ATtNHmArNGzeRVxtdx01luKynNwPGPntMTlq+wdTXh95w2igqPZCYZUBJ+NB1Ka9ySloj+m2JkQMrldqqqik2WcnU7YuHaVb776KrUL9Hs9prPWqVI8ms53+OfduCKe4CG1CcbVrPRzLm6McOWMUFXkaUZqExItBUCKQ6vVCs3YtRynWrpIywOqa7knpctuoo2a86pApobmng5ByI9lXT1kH8o5nDTKUkzu9yDWIYlNKauaPBMxrHOBGL5/D/MRTdSX4kUV5MdQePlGk5R+R2wMQljmhgML4l/71PF1TdrpUAfRaYQYIEoOdwigdcRoIfHV1TnDc2h2/LLl0RhB5CsJ2ROmsX2oo2r/XozxIWuC5oqitXzori5ItOQtoZYfpFZKiolWxOiazqZ5mrRPUYXYOEbRLknL2sHYiI+O649eZtwfUhydcLh/C9NNSDQoAyrJ+aM/+CPuPzgi31hjNdng5ut/xlFdE5Oa01feZDC6gg+R0XiLch5YX19nMjvj8OCIQXfMeGWEUoqTicTZxmB48+03Wd9Y52x2TFU5TA7T+YwsS7AkPNjd5/lPPM/BwZT7e/fp9roQPXVd0EkkTHCiInu7uwzMkC88vc2DW7dQfcvq9piXX/lzLmytgk7p9LoonVBMZ0zLgvH6Op1gufPt9/it3/5S4zkz5mha8NZ7d3E+gk2ofQ3BMXEe3Rnzxu4EBRSFwj44xcaKu3/2J3zx+WdIOl02Yhc3nVDUIqIsZnNi4sFYbK4YDAb0u72lNi/NGeRdqsmE23ffZ+/omD+/dZ+X7uwxqQ2zyYz18ZhiPsPbPqVKcBpKJR1A5qBjUuZnU1SqF+S3TprLg5XW6aAELVqmmAtOE7zQKGIb18JyHArtyNI8xLQveeLqFiu9DF1OKGJkOOiTJxYfXIOnNBa1Nl0w6hdju26G/rgsbrKQldQN72Wrp2IkqlatvsSSQlje121gYEsKrV1NVBrnawGgraFysqVtzfzn8zlJmlPWswXX7Xu9PrLj34eZk9ZaslxWdu2bPi8GbH+eJMmiCAhz0S5T+hYcGZktpXWVTggt+dlORbwCr2QO9SGCNWib4FQUVWsQrCc2aHr7PmP0TRF5GBgmNnlYTUJmjBGrlxyeFnjTIMh/lG2AUgK6JnnSpHhqfJDwvBBFc+Wj48qlTZ596hq/8ks/w+HuffLMoIMTun4FK+N1kqxHNh5R9hJ+9y9e5ld//7cIg5TSauamR9nrUWeK3voqAOtra4xGA3q9Hp18QJZ2KeY16xubgCIER7cnRtv37t1hZWUFtKXb7dLrDoCAD2KN8eprb/Dkkx/jxc98lkFniKvBGEt08mTOlKKjHEzP+KHHP85r77zDf/A3/zp3d27QG3WoQ6A2KVWaU4XIvCplG1PVHOzs8pu/8TscFTVHHj6YzdmpHSdBc+IVB2XNWQycETB5Sll4usMxjz71FEm3TwyWk1nNidf83l+8zldfe4P9yYzZ2YShyaAoF09VbEJVFdR1zayqCGiiMliboGzG/smUf/qtV/nVr/0pf/TBbe6GmlMdGF1YBxQ/8Nwn6ZkhYerxM4+tLcYneAeujuKjYw0+VkBgOp1LEU8sLgbyPOfk5ATfqNDlALU3f1hAAagguVTqXEJDXTHupdhYY0Ih1q8NKdAatTBJV839cd5mN8LCswZ4iIMG8oCvXImPbqEeX7Dkm/9iFHF1G2IXgnCzWu8pkdk4AgofIkVdLbZWAkGI/q6oysbMribyvYvORzbgOv+NqQhVXSz8iM+nVLb2ni0wLLYP8SF5wHLmlD9feSGtzStZT3vEqa0dwxaMyqYQuSAM2Rhjc5MjhetDReP8z8/jN+ocF6IZphfvbfG9Rvm985Rv59xC/+WcEw9Z9AKwdlG+nx/57A+ztbXK/u5dqmIu2dfGLlaQVRnwLvD2jfd5+b13OS4rTmOktgZsIpQ0ZdjYXKPX66K1Iuuk7B3sYq1epE2UZUmv30XGb5mzkyShqqpF/nS/P1ikImoNPtRU9ZydndsYo/j4s8+wvr4q3aLSKJMSypq6mPLck9fZ2bnLeLSKK+YUsyl5nolzoDbUyjDz8tmbCFe2t/j617+OR1M4RVFHJtMSH2Izji8LfFRt+2/Y3trkp37yi/zcT/00ibV0kpQsTTk5LXjng3uclTWd0YhZVS5cJBefbYzUvhKGdIA0zVBBdGsP9g7YOZuzX3pmDfs2Etjc3MCmlq2tCzz56HXG3YwEkSmEIKNFCAHd8JPaTU97ZmOUUSTLxSc6SRKm0+niDD1EQD135he/H8Rwf21VDNJVwyfT1iyMrc7/3Q/fV+3rwxvWD/+8hRA+jLG2D93z1hLnhaXnJTxts9BKQtqv92Hxbwju+xaVj1xwJpOJxIM4R12L+lYFMftpNRcL8VzT+iklAs32zdd1zbSYM5lOQSlcDDJasSwmha8p60o8V12N842gLHhK75jXjgDMikIKU4SyUcAKR2Bpo3Ee8JXXOYp588G3hzeAgETt/BojGjELR0V0VA959rgQcME3HZimjgHnI5949mlULLh6+QKvvPJNhv2+UAaMl3EUzauvvcnvfuWrbF55nCIb0dm6ztG8w50HU2ok/+rFT/4Q927c5LVXv8lgnOP8nA9uvcm93dtg4HR6St5JONjbXQj9ICy8mE9OTlhbW2Pr0vbyBiCitEOZggf77/Ha63/Ct17+GscnuzzxxBMSuJekmLKmZwy/9BOf5ZUbb/Gv/9V/hXffeIu1tQ1qDyrtY3pD6tQyqx1FVXJ98yK/9r//quB2g1XS3givEqxNKCZT1oZDcI5Rv8O438MExerKOibRjPp9nr5+neeeepz/9r/4z3nmyhWGVeTnf+yneOGZZzmcTbk7OeY4Vky9o3Q1oXbMzyZQy+E3eYrTmt5wlfFwhXv37vPbX/kjbu6dororWJuSozDeM69K4ebEGR9/fI3L6x0y60DVRCqi9lShIuCRCGhDRNwNkiTh6PCE+XzOcDzGpAm9Xk/0fKil8HgxgvuHis3iRvaOUZYw7GS4Yg4EMe5XLc+rwRpDWIia0S17WD1UKNpRclHYtHpImtB8oYf//cYqRoqpaTRSS8dKFzxlXdH6TRstImkVIlbJFqyandJPLBu9Dk9dvUS3k/+LKzjWpsQAofTUZUk5m1IWM0HjvSf4mjSRIHSbnPvyRi9Mm5VNUNpibYpH4SP4GISNa/RixLJJQuUdOrE4FcSTFdUUJ40LMpPWUTUaFk0Mjb+OksRCK9wnGae0zLuCu1hEhqHJtSW6c8mDETKj0V4SGjSGfjcXVF4l+EpRVY669pL2qTVKBSrlUP0uldX8xbff5mw2p7+6RWf9EUpjSdM+HkupwJucmw8OuPjoY6yNL3C6X5GkQw73D/E6YFPDpauXePmVb3AyPeXatevMZjNu3b5Bt5fhyoq18RrKGGrnMVZ8abUSoHA6O0FpTx1qDg/3Ody/j02QJxri1GYtaFVDLKjrM6IJ3Lh1g6gjNvFc3Nrks5/+PH/+0pv80A9/iuPDB+g8JWRDajvA9Few3S6z6YR+J2drbYPf/Z0vc+/WXXpZgi4rqvkUV82YTo4YdXLGac7W6joA3UGP4cqYxChWhyMGeY/V8ToXVy8wzjR/46/9Apt9w947L/GZJy8xe3AbVTvRdpU1rqwp5yUqSAprnnfpdbqQ5fisw+HePq++9DK7cxj2x1QnE9aHfbJEMxqMmZ2WnJ3OsWgGFkZ5wspgiI4pyqcYZzGxTWIFgsIr2yxGhHNTFjXj4ZDcGrRzKJWQJJn42jSe227RicmIpVQk1ZEYArm2bA0HqNJjoiU4Rddq0hhljFeRgEcZ3cAMTQxMlDFecCQZt2RrtZwiWn16y90JsHBMQEdcqDFpwmR21sgxGouMqKhcpKhqgtZgJYLZe2Fk5ybDeA/ljEw7rl1a5bGNDs9d3eDaMCX9EIXlL1VwghOAtlUOZ4n4pHSb1IW2y7F66UDWro/b9AIdZbMTg8MqTWKsjBpaY1FgGp6AXirCl14654agEHAhLPx2WkWsavx2IucAYNoPXcYUaJD92i3UxEZpEmNIGhe8fjcXAp+vES6lrFlrKmL0JAZyDJlJCUGRZ30OTir2Cs03bp1Qrz3Gv/3v/ye88fp7/PK/9cs89vHnKKoevdWL3JtNsCtb7JUp//NvfoUDEm7f3iPNemxdvMzGhW129w+oas/q+hrzsqAoKoaD1Ub5Z9jc3GJ/f5/V1VWS1DZAYWy8bmV0CiHQ6XTY399l68IG1srT0USwQdioHoWxOSrI9T4rZ0wmpzy6dYFyussfv/4KOia89NJr3Dw4wacb2MFFBiurqDpiq5qTnfv88e/9HkcPHnBpY431QY+rF0c8ub3Cx7bXuZJZNkNgWxte2L6Mnc44vn+PxEVO9g5Ias8vfPHHmezdI6knxNN9qoN7vPj80+gQuXfnNo8+ch1cTWbsIuPMKMmEbztOm2RcuXoVFwM2S7l9+yabqyN+/LOf48VPfZr9wxM21i7QVRY/n/O3/9bf4sqVq2SqR1l5FJosaWxz/TKbaSGx8bUkXsbI/v4+3W6XEAL9fn8JvIZlvlr7n3Q6cvakm9ZEJ8UqsRmBKAJko+j3h4tt04e7l6XjpHrIHSHLMrRJGslRE7GkWDxUheS6HGODl/+ODw7xXozLZvWc0hecTI+pvWAyMShCGdC1wtRgSsdIKTZyy5Pb6zx3dZvrqwMureasdByPX13FfsdyZvn6yFoqazV16SAKYUgbObh1ELeycE4PpZotj0Ar5/CUKONNN8uZV6W4pmmhXEsRiWAeVtxKHI2IIgMRFTUh0My98v6W2Q0S0hd42C5CKUs8x6PRWoyzj+eSoZXa1rwdIBBiRaoFFLZaC8SjIisrK0wmJzjnyNCoItIZrPDq/buY7qqwHAJ861uv8OQLz/Ov/fV/j2+/9Q6fevFFnv/C5/jjP/hDvvTrf8wsG3D04IQyk4yk6XTOteuPMZlM2N2/jdZC3otRMZ+XaGXJ0pSV8QVcbZhOCjY3L3BycsL1Rx9ZXF8f2ugc2U5oFDs7dxn0e6Ir0qCDfAY+apQRLVymEypfk1pYKR0r/pSbD+7zH/3Nf4Pbr32Ljz11nbkWUDrNM6raY0MgL0q+8pv/FKM0436PYZ6Tas3m2pDHt8cULvJyOefe/jGakpXc8Isvvsi8rtg5PuHJv/I5Pv7sUwzCnF6AC1c2eO/1V3nzL17h6pVtso99jLt37tDv9xvGs8dGwW28Fw6OJWVFy8MqKhitrnF/d4+sl8LhnPdee4mVjU1+5rMv8vLrb/DopWt8/nOfxxUFOYZ7d3YxJkHrkhQvZ1sZQvR4JaN2y/Gy1qJrzWx2tigEo9GIWw9ukXRHAh8os4gNagFfpUQwqaOG6DBEhv282eiKy0Kn07j6nTu3nPu3xeAuLLATYwwhQt3YbHjvSfOswWuW4XVEtRidfKDZoEWyrIOPBpUooo7M64oYFXXtMYA1Bk9gdnrCeDRka7xJRmB92KXXNdRuTtY1rIx7zGYzjJov8K+/dMGh2Tx1u11q5ylcITabiUUFRb34Jhu2sVGi5kU6HdNUY6OMgL5eADylm+D1Jm7DBFnVhSC5xdokKCs54nneMHuDoihr/DnwTGEWRDylJP9cLCqWgs/I0mgr0dI9WS3djavKZjSzpNaiiQh+m+C8UOWLyuNmBYnJiBaczXn9nQ8Ikw69jS2qyYS1fo8vfuqHeXQt52MbP8jLf/pHfO7HvsDRdI+X/vib/Df/6z9hll7m7KRmZWWNujgiVJ5LV64JH0gHTKopigneR0ajMcErghfnOhfE28bojJPjKXmSEnzDFvUFVeXBSMqoFHHHoN8nRvErVtEsAEOCFCCjxGs6UeBOjvgP/91/ky/9+j/iB55/kY9fWsHtDtAhMux3WFlfw3nQVcW999/la//sS2xtrkq2WKIlbpdAN8koiimDNONTTz3Gha0T9k5Oef/2G1zb2KKXZHxqa4U8Tjh85y9gfY0DV3NXS7TLj/zoj7Fz5wO6nYILG+t0koRo4PTkCJNm+BhJjJGsrn6XujEL80RUmuE0fOYzn2H73hG3Htynmh3x2PqjPPrJH8JkKdXNd5mcTLg/nTOpPSfTGYd7e3RHa+g0Zz4rqZWMyzLICFNdK3nwdbOM4+NjMbjKBbfIbCLkuOZm1+ac70HUUuh1xKBZGXdYHfUxVnF2dEaWJOAdSuVNoZFOVgrOUgvXgv/nH+IShAfGJgQfZeyiIcmiiUZhtSUC83ouXb6SDlcU65GqDvggE0ldzEgz0R5aq9jYHjLs9UmBlX6fTAesrugPMqLyTGYnDUdv/pC/0l+u4LS6JxqFa7MpUFqL6XUMaKXJ04TJXOI68qzBfFrCn9aE4BsfEJCZdjl+1V4sAKL3Df9ANcl0muiltSxr1xj9LP9eWGQDtbWxeZKwXBsuXj4I50YJx8d7h2q6AuebrxMiOtWo4IkhYqwA4YkyGJ0w3N5g5gK//2ffYhoD9azAliVPPXKNZ65dZZxGTvYe8Pgnn0P5mpe+/jX+/O1v8xt//KcU2SqrKxvMjneYTea4qFkZr3H98Uc4ODjATUpmkzO8ryXob8VQO9AqQfo4Ta834NKlS3z1619jsDEgBNjYuMD+wT20hrIqyBqDKpobpJ0sxfZV6o2hYZYqQwg1JjpWel3K2THpuMtzz36c+/fu0B2NMKGLUynRW8qzGUmcc+vdd+lnltwaTAxkSQpGYRo+U5olECP9LGWcJuiVIePxmIMPbuGV4fjgDmsba+T9Hgf790iynKr2XLv2GNPplJW1DeY6EoPn7PAYG9zSx1pJ4sH5bacxhiztMJ+XQleIgY3VFZKe5Jy5acUHH9yiPxpirOLo8ISiChzN5xwfH9HNU0a9Lt5H6llBsEr0QsGLSX6UM6jVUo+UGEsny7FKE5ouQycCFofo0MqStHHVXoSVIXp6Wcqw18U3G9wQgthWaC28roe2qgISa63xSka/duvUpm3S/thuyKKW64PYWbjmPEXE6U/GMZBoToOrA0FprNXkaYavCsajHt1eSpZoeh1NphT9jqaTSMrttJiQZPL9aWUbf6Hv/fqIBUeRZpaqFlAqSRJyLemQug508pSilJVlv0Gqi6LCpIngM80FrGNEGcizlFBUKAMu0NgHy+hiGoWrHKZA5Wp8hKqSKBib5nIzKkPtA9akVJVDkckN5QPKLLEa3bS01iZUZYEygsfYRLxqtJHxTGNk5FPyRGtMWNCNAZMJEeVqnrj+KP/kS7/DWXAEm/Pxxx7jJ1/8DOXxAaau+NZb34Y85/29P+LJxy7z//72b/POvWPs2hPMCk91/5jP/fgX+eDmDSrvSEzKV37/D9ncXGc+m5AkBldVTXHpcWt/hwsXrnF6OqHyJSujTe7evcv169fYWF3jwf09iIZ+f8jZ2REtK7xuPGjP8y+g0dZoMBG0V6AhNZq0dvw7v/hz/OlXv8KP/JUvcvHSFq+9+hKr4z5zUtY2LlNNZmz2B/yj/+X/QE/O2Bx2GWRGjKu0ZjAeEFyBmxXEJoonTxSPrq4wcY7D6THdrmal1+f+7R1iXaCj5Y1X3+Ha9Ue5c+8+a8MBR4cn9Add6vlUvFycWLKuro4J3mOCnI+yrgkF6LrDfD7n9OiU1QvXWN/eYv/eDe7cvEl5NCVNEk6mUzKbcHZ6zLws6PeGlCcnjGzOPE8hy8AXGJ0xV57Si/A3SRJcUYOWJAejNFUljoRb25vcf7BHniUUtRi41245TjlfYZqNKTESnFiVbKyM6KYKV0hufKJh0Os0nsznLFlawmxTVM+TaqOW0fi8fGmhUhfafUNQFQxHJwFXe4y152gSmul8jvMi87FKUbuSSxf6DDuGYc/S73aEURw8aRIxSPrD6mBAjUPHlLpyBL+0nPlur4+Y2rCsuFmeYozIG2RmE3f8NDEQPVpFjBWCXGo0mTXkiSVNLVmWkjXZ4mmaLjKQW6sJkxqUVWBA2cbGswleDtoQlJbtkLXUIaKNpXJC5S7qasGR8JUHD1otCU8hOKyVvGwMDcgtlhjLG3MpPNWJxSQJxiQoAoKHeW7eepfnn/sYg26Hi6sjtkcj/vzrX+OsLLi1v89g6zpTN+D1Dw75u//Xl7hZaEaPPM6pn2MSjbU5X/3aNxmOL3Dl8uO898EDPv3DX6A3WKfXX6GqhYU9nc84OTsl0PgQjwZMp2ega+7cvUGvn5FmQqK8cuUaWlnm86UZfUuujDTCViXxHy2uFhRoa1HRk1YVz12+yO3XXyPJUi6vbvPNP/lThuMN3CwyvrBC1yrC2S7/z6/+fYqzE7IUhqOuiHpTRS9rthQhMOz22RitkBlLUUw5OztikBs2el2euHKFfp7x1DNP0xuO0Nry/CeeY9jt8sM/+CkyBauDDjZ4ht0OK6sjYvRij2qMsMMb2kWIntKVZN2MTpaTJglEy9mswsXI9evX2b58id5oyHBlxHDQZdTrsTYYkRrLhY11oo1kFoa5pWfAxDlWCwAv4lwZZztZDl4wlH63JyEAScrKaCxOhSEuO5v2/KfiVAgsTK6MiqyPuujg0Fo8bLLEklhN0hhjWdtahCz9bRYG6ef4Mud1hMulQePO0HhouxhwEZyP2DShcgGTZDgU89qRZCkxVCS6JlUl17bGXNscc3VrxMWVLsMskqmS1Dh0KNGxIk00vi5IlEYTydJEwh6/z+sja6loc4pjE7ilxYJBa01sLsCCcRzionvQWlFVZWOFINJ7kTmUwgxF+DyemuAVrl3tNa2zj4G6If3F5qKLF418GHm+ggsBYxKgIVXZc6JLpRdbG2PFhrQtQNoqksSgtEfr1ic5kBuND3KjZloLQqQj2nhu3nqHR554ms+98CzPPvccpoi4WvONb7/Ke/fv8aC8wXyuqIqK7cvXOTk+5uS45ExVrOQJuq6ZlZ63br7LU489zs/+/M9wf/eAlfVLXLx0iXfefZOqtAQV8CqQD7o4VzEeD7mwtUZdz9nf3yfpaI5PPJcuXuXNt15DaTGVr6sCXzffpG6B90jUkagittkWBq3ARBJl4HjGz37uc3zja1/mEz/wHNOT+6yvrWBMQr56iU6nhyvm/ON/+I/B1ays9ukNOlQ4BnkHrQ15mhIrRydJqWIgU5FRr4cLHtvN2T08QmtNYlI6qz2mkwlb62uk3QxlGptZkoY8OWPQ7aEI7N1/wHAwwBfVQqzYpn3IeZQz9+DBA9aSIXlRkeU98u6QtbUh09Mz+mmHXq6ZFYqzQlPNHJQebwJlHul01gCYFzWzosIaWU7Exrc7U4a6rIgqI09STk4O6Ha7jAZDYoysjMbsHNxGJw0O4pw8OD0kJl2sqw2KXifHaFChwjnPoNshN0HEn839VpYlaZoutIjnN1WL+/Gc3LhuxrDgg3hWGUvVkv0iVHXdnAVJPfGNkTs64ejokGG3y8owZdzPWekZrl5cgWpGmhmKqpTtcVv8lKaclU1hC7gobn/+O/CLv0TBARaEovYrtwpsrTXKSqchVUfS+lJtiLXHpgavNNpYdFBCl45eRhhAIjY0BAg+oINqPGnBhUgVFC7K+CYbKwGJa+8pKse0mJJ1k+bjFH9VmpW8b5JApXYZrDJ4rWUUxKAzmLuJvJMYyZKMPANrA945yahWFq09IYK3OTpa7ty8z5NPP0NSFty4cZuXX3+XzqUrONNl72RC0huwtrnF3d09XFCEYOmrPqNsg2lZMsozqDxHe3vs7ezgQmn0BpkAACAASURBVGDYz3ln5ybeVTJLmw6zkzn9wSo3b93i4OiYT/3ACxyfHLG5uUVdl+wfHVFVM+7eucGl7W3KeYVKtUhEQo2OaiHgI2pxU1SaOhbo4CjLADh+5ac+yxsvfx3d6fLU2hoFGt3toPIhvcGAgYX/+r/8Oww6HTr9nEEnQSuhC3jv0ERCqFBKcI1u1iVLGoIkAQdcvniZ1Fqm0ykhBEbjbcqyJLMZoClpjkHt2RiKT7Gra3TwGAW9UZ/5dIYYojUM1wbfmJ1NePSJR1DaYKIjGEWIhv37+wx6fWbzU6rCkajIMLcUMVArh4uRtZhQuZoQ5ZxJukPdnDLBPJRqXB61eHEPRkNOpzNOT45YH4+4dW+f2jmSPGNSRXH9C4KYtKZ0ibYYbVkfdcgbZ0KrBWsyWQpavL+TJFmwyNuic56pbLTIKohgtMb5IDHAWqOaWGMXA0maMG+cNdt8uLKaErUlKoN3gbouubC2QkbN5bUeg9yyOk4J9SlQ4GLKZC7s9SzLCMFT1W0XJVigVilRWYxJUep7D04fmYfzYWr0+Yuw0Fe0WyJEaQpLOrhvJBACfaqH0h5a4GxJkxaejWin5EfxiG1WhYrmsC0lDovty7n3KhT05Vi1VO8u/46P4g2SaME9WhGqMYaynC/maIwAy3k2YDaruPnuB9z84Davvv026XDA3d19bt3dozdYodsfUlbSZYioMtCxPcpZjTUp6yurZDZhPBhzcnTM8eEus+kp3U6CUcJ5ijEym81JEmGyzmYzbt68zdNPPUM377G3d8Dh4T5KR5544nEBPMuiiVURsLjtCFQ7KtZCj9fNtbdEtKu4cnGdW7dvsLqxyen+ASaxeAWn8zNQgbfeeouT4zM6/Q5pnpKlYi4uyZEN69W7hWGUcsvEjjZNQTfnZDQaPZTSEZvr3/K0OomlKkuUF8/h8zqgD1Pu21+XRUFRFBAbQ7g0pdvt0WqalFLEhm5uo8IIkQelINVawuWUcMHUua+vG3qFj+0I59CaRaqEKyvyLGncJhs6h7EEllyhpQWuPGJzkyy+V/FjkuINLK5LK01pu7gPSyXO34Ptq26SNtu0CeecmNK1sIIPi+WL9810EsGVBaujDivDDivDnH5usCbS6UqByVPxFZoXU3xVNgZ6TaOBoSxrtDYiN/o+9hQfMZcqLrCNdhZdrOWagtJ6abQHKUmSRbxGe/A0YLURYVhdU/pA6R0z5yiCo46eOkaqEJvuxhO1oo7SWHkiTowmmmKxJEidL4KtxqudhY0xJEmCJxDU8s9VVbWQK5z/cwCFKwkmcjo9pfA1QVnqkDAPKaub15nHPu/sz/jBn/yXqYfr9C9e4ad/8a/xYz/+k6yvrHOwuwd+mRSRpikrK2t0u30GgwGbm5tMJhO8r7l85SKdbsbe3h46UYRGtXzlymUuXdrm0uWLdHsZk+kJv/Gbv87JyRHdbk4v7/DY9Ue5evkKt99/i1wFujrBnc3oxKRhFseFmljZBGMhuIh3kX4s+NxzT/H1r/whGxev8ennn8MOc7JBD60U1y5tU5zN+R/+/v9GstajqOYQIyZGseYIEVwQi0sU9aygk6SL8Dl5wCiSxC4sR5xzDHp9+t0ew/6ATp4v+FNy80InTcTATLPQjbXddAt/t6CqaWxRWl8XkxoRrA4HOBxFOWv0TssOJQYHoULFGqM81igh/DVdjWnOrFZKbGwjJEYKUAiBWVkwL0ow4ulkjCIxVpYZ1oJaRkpXbtmhJMZyYbRCEiVBNDOaYb9Lgpb4Z+Q9LOxcmvttUVzj0gnhvO7pvC1MHTyueei0kcgoQ1QiePYuUhclVTmnmxguXhizsdKhn3syW1OVE9FLCTwr5FxtyPMcrcVaVDcxy1mW0R0OmFc1SdbBJt97cPrII1V7U7eixXlVSQubJrjagW8tGwxKC7vSJCnet257caERkTwbJfqjECldm+gp+o/QyB7qqAhW46PkH0s6pnBqtJLtk6JJHjw3Q7YfyHkVu/fLXKzA0txLxYiratK0g49iMGaw2AZXMEmKTjpkw1VW1i5RpwMqD7aOPPvEFV779tt0ty9zfH+fP3npJc5Ozjg7OxMOUWqExp51SbKMGER5G6KSiJmi4Mq1q8zmJ+zv7Sy2SzFGfKjZ3bvPzoMHrK1usLGxwsbGBkZpZvMJNlG88Pyz3PzgPW6+9y4/8eLz3Ll1m/2TOZcff5J3b94Ux/1zdgTt9k9jSZTnx154ik8+/Ri//8/eY/WxJzm4d4/+apfaazYuXkIVgf/+f/wH+N4YnXeIPkhCZ4ykujGLj2Ka5oqS1dGYel4QAnR7PWGNI0831byH6D2T+ZzNtQ3KsqSua7qZbF+0CmijCT6Qp5aiqlGIgbfVBp8mhNrhG58WpTTKBXRs9Ed1ycHBPqtbFzBagEydp1RVJFATnaYqmw1k9GIvogImLDV4pjlH5wWQmohRYK2MJlneYTKf/f+svVmsZdeZ3/dbw57OeKeaWKxisThIItUSpWZrcltDpwcb8RDbebCBwECeAr/Fb/GbAefByYMTBIEBO0EcIE7aNuLEcWy1h+52qye3RooiKYlTFVkssupW3fGMe1hDHr61z73FbsugowNc3MId6u5zztprfd//+w+sViuOjw+5+dST/Ma3vk82GRJir88LRC0AgFKK4DryomB7MMZGjwuRoirASDa5in3OmsZqtTkAe7EkUexcYozkRpTpLkI/qpJpuD+bRnaONIsSrlUIuNj7jHvGRc7jexOuXhxyaaopbUN0LQqJthFmtEtkVvHUkQqMjVQpL3KyvITMkw8GyQ74p7DhKPjQzhrI8gKlLSfLJa4LmFxKxagi3jlibDEmE0JWKuG64IjRS7axCzTepxeiJ/8JMBbRqZoB17iUR5S4NX0KqAen+9LynIQhno2Ce5/kPpUArRMPJW4+98JO5xzRSBRNjIqYaUyhmYzGXL14mbb1LE4OWIZTFo2nMQVvLfd5//13ePX2bbLBlKwYsDXeYb1UmCInEGnqhsEgS+Solqoacf/BPtPplGs3rnHnzi1OT4/xMZCXBU0joXVKKzrfslyssYXhypUrvPbD73Pp4kWm2xMO793nzu03aJYLRmVJER2Xt8ZYU/Lg6CFoaKInqpCmCYbOdyilKW2OPj3kZ599hle+9Qdcu3adZ5/+GAPtycsh+WhMWWT87b/7f/D+wmNLhaJgUuWU2qB1J/yroCCDmIiaXScxsToGFvNTdi/sJac8WUNZllGkj3q9krYhOLpeSa4sy2ZN9AHnW6EHJB5MCJLE2kte0q6AVlZcIOenDKa75FbTdV6cDvHUbUOzXmORYLcsTTtdsnswCok/iklnpyOdSxYpPcEuODlEYwqHyywns1Oiuiji5aphOhmx7LldhoThaLySmOgyy5gOS6Fh6EiWa6phJckfiLmW03ET3He+ZQxe1Ol9i9VXPSFhWV2aXMkoPm3cqsegFOIgagmhRauAUo4LW2MubGkubuXkrIlNjU7uCC6CTlVpTAoCT6QaDGhqj7aWzBaSKac0tjB0neenGoQnAklonSOiWa0blA2gLV452RmRuau2GTEEVm2LMv2YLtIg4szOQxM8jQ8y8kZ2aOcjnZeeWVmD85FgNOInlDYWZaQfN6Ku6smDLoJWVkzBUsvVpw/0rdOmf0U4C0Zp0eakBW0LK3aVCiqVkSsNjefdt2+JQ+F4QhztsOwWZJOLvPLeAx4et1y48uymgpufzjBGUfuGvCzY2d1iMt5iPlsRgJ3dEddvPMG9e+/z2muvUA0y2q7eRNEURZE2Udnkx5Mh6+Up796e8dRTT3Hr1i1c2GO+OEKHyLDK2dsac/TwAVvjCc3qkMIoimHGqguEoIg+orz4rGQqIzYN/+kvfpXXvvd9irwiGsvuZIt1u6ZuAnno+M43v8V33rnNwkV2DBjVMTQFAw15bok+2XPESNvWxKwQ6oFJN4Y1knJgDZnOidrjWnEWUCpibJbaDXHxy7KMtVsRosMFd+ZAF8RkXyuFzcR0rbeKsFauQ/uIiYHgGnAe5WA62eHd9N43jbwXBhFVWpuTJY1fLcxKgouo3OKbTpz/tCK2Pe3DU2UlWcJn2qYjy8vEdVJcuXSBC7tbnOwfJIV5SjXVisxo4rplXA2ZDnIGVqMS0bKwStJEEiXPalm/590Ce0+p1veRxjFNdZO6OyaXS9jYuEQlRMCoUgJJ4uRoDSY25IXi4pZlbwI2LiE0aJABiZU7XrBAjdGWajCiCYEuaKrxIB3mGcbmhACZLYhd2GCsf9TjIxpwSXxE5yM+KlaN5IHXzoulpk3Z2UpGdY33NL63bYBV45mtGtoQWLnAvG2oQ6BD4bTGaU2Hpo4BZyAYERZGK2Nz0WnJ4utFohtwObVl8qxEZt//vHeB6M6A7R6MfsQ3J0pVitHUvsNrSaFctR3zdcvxck3ddhRFhjGK1jWsXcMbt25Trx3b491N9k8XPLowBCNSgb2tKcPhkKOjI45ODxM5bsqtd9+hC17woa5Jm6AssqB0SgEVxqpzLUSH61refON1jFas1ksGVSGq8HbFejbDBUPbOl789PP8zLM3iMs5AyXKd6HaC04Sm5q8WzEMLUdHRxzP13zpF36Rg/kRjYLxdMI/+gf/iP/uf/n7tLmmqiLKt9hQ49o5dTOnayQuaDAoMZlNNrKi3HZB9Gm+a6jrFcG1tKlqiT4QnGSBubYhevGfMSbxoTaaOzm523pF29ab9893DqJPTOxWeEnJsIq2Y37wgFCvyNLka93IVKuscmIU7ZVMczJiULRevJhCCDSuo3Udq66h87LhBXWGEQou6FO7OGb/oYzGJ9MRxwf7VJlmazLeXGtRlcREtcg1PLY94ePXH6eeH6PbNYWOlATyGMiiFyJmeNSnOEZxEOyC36z3/lpDOMepSl8/j/v0t7hPgxWPp3MrJkPDlZ2SK9s54woMDSYx+r1S6fBP24OxND7ghSlLORxSDkeYvJB1qh9tPf/d281/iFo8nMvhDuIMJmUfiWZOeoIy7w8h2adGTZ6XlOVAStYoIjIXoAPaEGlDwKEIKm0w2uDTJGpjbWEMJss24GDaMc4uMCYzISX/7kVvPaEvqjO0v3eyP/8SxSgGWiEKvhR9A7FhWGVUhZUBqesIvqNZ14ynE47WLcfrlt1LVzk8OOHGtRtcunQF0Ey3t1Ka5Yz5QvQmWVGwt7eHc2dTiO3tKePxcDNV6E92EdyJn8p57UzbtpsJoLWWsiiYTCbk5Yh33rnDE5cvUxLZKQtsCFidkZmzGNcYOh7bHuOaFY8/cR2VWUaTMcPpBKxiur3L2+89xJVDIVkqIWXqKAZRWVFsWlQVBdvwvktrI00pwtkm37bJKc63RCQzO27sM4VCQcroFndFkWAIiGvITA7B47s28alc+ntuwxhXStjIwXe0CcxVKvkpxTPDqPPiwoBU3TG1SSDVkwCzkXUjJMqYWrn+qZlMRvt1XW9cEk5Ojrn2+OOcHh9TlJm4V9pM2jStGVQFwyIjzxTGxtQ+kqqKmFbhoyZwWhl0yji31m4OWqXEn4a00dTnxJsq6s3Pyj1wdrDG6FHRszUZUOSKTHsKa2SiHD0BL51DHxwQU4qsFi8cbTKiUpi8wBblZtP2UTZjpdRPrHA+YkuV7D29GPMoo4ldlMRJY3ABTNTSpgBiwCKaJx8DdV3L+Bk2QHE0RuJLYgBlALd5wQOJHet7J3xQym2mBP2kokfulTLp5yM66+0sVALfJJcqIru9vPhCnNqM5M9pxVRuJT/bNSijWTcNmVJgC+qgWFNw4gxPPPEcX7lpmR085OXvfZcbj12mW51y/+EBFy/uMZlu8+6t2yyXc4qipCiH3L9/n/ligY+B+w/us7u7y+3btxmUNm2ABqP7OGFPb5ZttKathWx14dJFPvjgA65fu8rD+yuoO9Z5Q1aNWa5r3nr1Nb7w4me5dOECf++f/BrVYEynWqKOaAUm1PzSF7/C/ls/JB+N+eznXuTw9AQKw9NXr/N3/8f/lTtdhdcZbt0wzHK0c9hYsWxqYuiwDCiHop3pD6GyzNlYspoMmzLj27aFJHPoze5ls5KkDhMSw7LzRC8pGz6k1yJZPtR1s0kL6SUbQuQUg7R6tcBqjc4L2tWKdjYjes/O7gXWdISmoXENiWAhWpp+B0k6pJ6hvTnMPDIICaL0ttZSlUPaxZygDafzGavVkqLIUFGsW6bjEQeLU7y1tF2X+GSREFt2pyO6eo4dZsSmJShwsUkOBgLtO5UWvlP43mQYNq4IcvX9OFy0VFadhRecserF+cBxlkuVG0sxHDAaGIYaLmxVMmGOgOmjbKSVN8oK6XNQovMCMkk0t1kpmjBtQQfW6zVRScKEzn5SffNRpQ1KARqlM5w3BDKCNgncFXITNnkKo/FtJx4rVtG1NXlC3pUScNlkGd2HAO2gEDAPJe1ZEMJaR5DWSomvMUpGf006+fumC8Dhz+JljGFVtymKWK7RJzc2HYQnoaOc4H0kr0XRNTU3nv4YkQzvhEDmGFDv3aB66gW2Lt/k05//EgcHh/z+7/4uv/d7v8eNJ5/i5lPPMF+s6BrH3s4FXn7pB0Q01288iVaWGAN5AW++9WOevPEM65Xj8qXHAU3nI9oKUc5Y0fCA4FJ9WW6tZWAVs8N7DAYlR8czMltQZJqPPX2Tw7u3+eLPfYbv//gV/t6v/irWef7Kn//TjF1L6BQRiwqRsfWwOsJ1ge3HdnniuSehsmRZxsvffo1f+84rLAGXZRibiQtduvGjsZDLIKDni/SLvOs62ral82FjdpbnOYO8QDkIXWA9WxA6h46BddvQeodH4VzAuYD3Ed85XONYL5Y0qzXNepkmoAbnxb9Ha0tZlrgugC1oPARtsKZgqDQ+rDHbU4qxyEGy3CZumPgKyK0rEhfpYhSuC3SdZ7lqWTQtuswhivQgy4QfZTKLjSJc7lSkw2JsxWpVk+vIUGcoUoCd7wg+kmcV0+GYvFAUmcI2HUTFYDiW6ZRSGy/mfjPWRtH3+t77lHQiZFWjrIDA5ydCycvbB1nLJD8pqwzRBdqmoV4d89jOkIuTIbvbI7qElaFk7BT9mXFXsBqqnFDk+DzDoUAJacA5KRjE5jcJiscTrM5+Imj8kTackBD3EPoTTW/SFYgqVT8eq2SsLP4dbARnPUYRVKBpW7lYL8rXTKfkypBIUulDNjrJlI4xeRcj0wSXDNXPC9fkd5G/0/exMvcUtXCbrgtEVRt1ek97Dk/6f5wjy0vuz+achEi+u8PPfOZzXH3sBg8/OODe3Xu8/PL3+dZL30IZw7PPPc8nX/gMr799i1Xdcv3Gk/zg5VcZDIbsP3xIWQyluguKvKy4evUqW1tbXLp0hZ2dHayVN62/qXutjEoh9vhA6CDTlp3JFo9vjbmYQTieszqa8YmPv8Bbb9/lL/6pP8HXPvszDAYD3jt4yNf/4A+4dX9fbFCbjonNMIs1//lf+PO8/vrrmGLIx59/gXUnPCqrM/7Or/5Dyuk2CYNkUFYMylJIljrRFZyAlc77jVdMf8L2E5SeB9W3v7mxlLmkLcxPZ6xXK7pacqVc024mTz03KkS5EWKfjKpkMzDG0nlYp40BrVjOZxA76nqBq1fMHtxndXKMipGbT9xgcbpgdjIjRkVmi02OfZZl6KjJrEUljV7tI+sAdYDWe4IXS5U+z6tpmk0r2LiO45nQH1rnGA0KDA2Z1Shv8K20OPV8zaXdbcYDQwiCaQ0HA5Hi9FooxSYMoJcw9OEDRVEkCkfCa/yZY4NKeI9RFqPk0CBEmnULpPY8RvJMc2E6ZlJkbI8HVKUlRo/ZTHmlres64fDIyLtC5xnaGGyWobXdEGLruibLio1Bv3cBlSwwfiobjtz8Z4Qka60AfOkJW23EqOrcKK9fgDFG8kTessqKwC7IG6nP9XwqQobYMypMAonPGXH1IBpnm48QEqWV68mJWuvN94R1ecZotlo8Y3ttWP870n+mvHNjaOqaP/Nn/wKOjN1rN3j1nbd56aWXuDDdBt9wdLjP7taAm0/d4PJjj/HyKz/g6OSU7d093nzzTUB8Yp/7xCe5+959bjzxLE3t+dTPvMDJyQnr9ZpPfOJj/Pj1V7n6+CXqut6UzT0LtX/9jDFUo4KgPTsXJvzcCx9nUnou7AzZ3hpwuH+XL37mGbRpyKLn+uXHGI4mnAbNsYMuK9CF5fTwgO0yY3VwSGmHTLb2sMWEoHJsnvH3/+E/ZqaBzGCjgLCx6SB4tBaeyvnXOHzIFuQM1JRw+/7maZqGxXLG/PR487XVst5Mp0Jwm8/9RMb0jGUlg4im60Ap6tbROg/K0ASPVrncuF4Mo7TWzE6PyEzEIAS3zIjIMkY5lYPXdLVntVizXCwAmM+WLJqOZYQ6QtAW5U2qQFLOmRIhpEpGWHXbgFIs1it86JjPTykKRfCNaKWiJlOaYa7ZLjVhPWeYrHf7rDZIjPmQFOE9Z0op2lQJybDjjJEv+kRRrGttN1/33kuVkqq/EFUyqbfgW/Z2huxuDYluTWkV0XWErpUJmRIKQFaVlKMxxXCEynJAE1yQj9SmxQhZVlCWpWB5nBnj/6THR2upzi0ooci3G4axOoeeA2egFWf9fdd1KUSrTw88u6GylN7Zbyg9XV7FP0zlPj8u7L92nuLd2zl++HvnmZn9987/332F0aW++bvf/S4qKr785S/z/v17HC5m5MOKO3ffJcsMF/f2KLSlqipmsxnvvf8+0+mUBw8eUFSVlLfes1rVRKWxyb5B/JDl5N/a2uL09JiLFy9urun85/76JK64pbCGt954k/3792mWK4al4alrj3Pt0jazB/f4wWuv0jrPYDxhOBwzWy547fXXcUSariXLLNuTEfv37rN74TJXrl1hNBiwNRhxejzj1bdusfZiX6CiGEr1dPhNBZN6+7NrPcPS+qry/Cm9ES1uyJc9eJsq2XPvT/97dV3TNM3m5/s11zQNNtObkz8zlhAi3smgwqfqW1sDyV6kB+EFz1QbHgtRU+Vy0/R/uyOw9p46OLzSifimNzHScq09riJVaA8eDwYDxqOBpHFqk65fpmmZChTGiCYsnuXa9wfhh9f1eRzm0TV6Rr49b11x/utn655kW6pxXcN4VDEsC4gdg7IAHygS+C8bsQctQxmbZ2RFuRFr95WqtFNn4Qg9F6hn82+in/4dj4/MNBa5SCS3hsZLikFPAQ9oMitot1xkm1oEvVlwTVOL5iKld+oIznkaJ6mbmUkVRjpJCGncrcVKoX/4dArE9G/vPS7qTc735mHEUEhFLQCytelU0Ggd6EPtNImZjGAnIQSK3PKvvv51bJFz8cmrbG9vE22FHk2ZLxdkJicuTrlz+x1sWVEOKpquY7K1xel8Tq41w9GE2WzGM888w+137zCeTnn48CHHR6c8+8wnWS6XzGYLVqsVWeKw9FOpfhrR37Rh3TIYjLh+9WnefeN9bMzYLQzPXBkTmhV37sz5jR+9zm/8xjfpjCVkGcFYTruWebsi05GL0xFf+Mxz+PWK01nLVz71FO+98Rr3P9jnt7/7XcJgim8alvWSTBeEzjOZDNke5iy8g+Rk1wOW/SKXSucczaCvSH0C99N717ezPT9KaSGzWWupm4aiKGjbliw3yWyto+lkFC7JrBl0njxT5HlGMIp63VANtoiho3Ww9oGtwnJ88pDx1etU0yHGak5PjshsCfScMEfbytSqcR3eZCzbjoNmxdwHsBU6tXIiz4EuOGyCBpRSaJtzeDpjZ3qFwWBAllsuXriMef+I3KYkEteyMx6yXWVslxVd12x8f621dF1zVhmi8E5gBpcSG9o2tZvnrEflhjf0bhAxKoxJoXcROSAAZQ31YkmVwXRQsTstGdgWHTux3kh0DDHeKhhMtiS11GRgM5rOob3B2vwcxhYIGPLcblIlopchUuN+in44nNvh8wQiaiWsSE2/ecji8K6lTJJ6585AxX43Db2XSRDyUHkuCrjfV3rRXmZE+NebNSqlNn2rTr9zPg5GxrUuWUnI/9WXpB8WwvnoCcnaQClxss+LQohnbcelxy/y1DM3KHxL/eAh+2+8jW9aPnjwkHv3H+BNho+KO3fuiJl5kbNcr6iqisFwTIwiHJ0tT1jXc9brFaPphLpzHB/NUFj29i5y8PCI+Xy+eS4yFg9pdJqM5guLUx2nRw954bM/SznZ4i/9Z3+Bz3/hE/iwYllO+NyXfpnx1aeZmwGHTtFlJQvAZpFfeOFZXnzqKj9+7Xu8c3zIyXrN7//rX+PW7deppkNCPiQLhcDviYHbG3XbxOUJqVpp1zX6nFH72RTRPOLTAmevef8+9A9jTMKmJOeLGFkuFngniQir1SrpeSKz2UISAzKLzQxlkZNZQ1nmbE9HrFZH5CagtGe5OMaaiI2OxdER6/mCrmmpVwuxkQ0tXd2kvOxWYodi5KRtOVivmXvH0jkCsrHIeomPVOBKJYMz56nbli5oyqqiaSR4Ls9zFqcLohcx6PVLuwxzvaE3aC0fq9UqVfp6U5WLSFhsMfqP3hoCeOQgUkpoJCDAt9FZ2oDS/RGhKi3jUUWmPZPKMCwNwbcJv8nQtsRmBcrkdBG6CEpbOieTRmNzUYebTLg5Om00ytDUHRFN5wNRm0179+96fOQKpyxz6afnK+FHJFFl7AJomef3hLrFYkZW5IROUP666dK8Xt6QzsvNGJJ+pXNO8rkNyP4cZbyuSZRzvdkhHS6RpMAaaJqaWFaEYGhdK9qOXlhozq5f3gi5nqgCXkPb1hRFjjEyuTqen/D43pgXnvsU+/v3uHf3NgNtKGPO45cvse5alvMFw2rI/qzhynSLLplS9x63PuVDHR2e8Me+/Mf47ve+kxIQYXt7m6b5MePxUJJLi4K7d9/l2Wef5a233mC6tYOqMuaLmbQ1RUnXdlzZu0CznHH1whaXEORV3gAAIABJREFUtqe8Ekv+q//mf8L4BU/tbvGwzbh96x38YERb5MRoab2wZX/hc1/gC0/skHc1+vlnqNuMeex47uYVbr/6JrfeeocPjue0RYnuDFGJtCQqqNuGbFgwKUvwLZbIoCrSgRFR57KPhOOjUebscDDGEFyHSyCtaz29XaZ4EzlMNKkatbhOdGfr1TF5Los9xoiyRtojIt51ZHkubZ5yTLdyunrB6njGeHuX2cEDprsXiacnKFWzXiyTdajIL4yGNkYcYpuydA3HDt45OqHJc4kyUooYZEqkoxjpey2Z8zF6uhAobMbx6ZLVquHmlUu89fYxztcE76iKIcprMp2zNaqwyuGDx1iDycrNBrIRHSvQGKJJ4/5MeDQhiF9x37L0vCGPgLwm6XKUjkQkFdPmGa7tiDGInEN5LuxMUL5G5zF1Ho7GB7oQGYzGcv/aHIxNHYSRgEHnKQpx8GxdIC+lyowKykGVxvKaEJQQan/C4yMbcDnX0jSt7LIuhZwn8Vgfz9KDxMPhkHUjNPbWdYmIFMiiYu2FaNW03cbgSBuIyTYyngPOVEh+In1fS0SHFAmjxFiqVyCrFLnhgqcyoi7uug6rdeIXCIcotwZlDUGlpEMv1VFZlnz+Z55jefgB3/n2N8m04fLFSyxPjym3xqxjS+cildF0TkhS53vXwWiYeCcNznn2Lu1x9+5dCX7XnvlqzcHDQ0ajEa+++ipf+mOfZ2dnwrvvLXnxxRe5c+cWy+U88T40XdMynRa07Zw79w7FrfBozg9/7V/RMKG2F+hWmk9sXePmdMLLP/6hnMwmpWpEyFv44seeZ6pOGAwquqDYGU15uDjk1lvv8+0377J/POfYO1SzwJITjBEvaq1wycbD+ii4GuBSZpFOSRfKiAdRCOCio8qqM35TqtrESyWkVFCXAP0MnfCD83FAfaStTE4ckLRJWcbaBV750RvUXUdWFlzY3eLazghLzny1wNuautlnvHWBYat5482XmU4mDIqS5bpGIU6V3kXQhtZHaiwPVktWOsdpeR5WyWoT4aMlNB6dyyasEw4TAhyfzFitG/JMLE53dy8yqQ6p6zV5bsGtubA1olQLQsjwAYrcnjsAE58mxI2LgdI9ryZuyIsqhUJCAuq1CCy7tpHJW5rwRZXwsiCAttFQFTmTQYE1TkSc3hFReMAWFflgTNBK6BcI4U/JBSZQOAHdVQ7KUGihpWgtiSPRaRbLGq3P7E//qMdHtqdwXbcBiM+zHntwrweLZQzuEslLmKMCFAoJKsYz8K5nUcpGI71y7yX84XB0hbzZmbHie+wDVZFjrWY0HqJS+kBVFXRdI94g6pynb2LbnuEMnqIQC43hoKKu1/z+7/8+H3xwnzLLsdpwdHSE1lYc1aymWS3JjGYyHDEeD1msFqioeP7551kulzKBWa04Xcz4+Z//eeq6Zr5cMRyM6YNr8tyiTeTtt9/kK1/5CtPplIODA0DGknlVUhQFW1sTye+KCpsVdMrw3knNuhyzfXGXsQ78rb/x1ynLAa/++Me0BJyvyVREqY6yikyySBkdrFuGpmSkCi7v7rK3tc2//t1v829ff5dbJwu0liwwH0X1772TqOUY2RpPiD7I5zQlNMYkr2pJEugV7tLvu02rdR7U3OSLpfcjM3aDUfQ6tz6ZoKqGAAxHFTs7OzRNQ13XdMFTDYZMtna4cPEyo/Eub9x6wCtv3UUNtpm3ipO6Y7Gc8XD/LsPSsLe9Q54X8hxBhMbG4oMGYzlde/bnS8gKiHZzAws2ZamKAcaYxDFqiUboAsHDcrXm4fEJnXdYnTEZbNE1jrIwZDbw5LVddJizrhdoZVmt1hSFxMH0r4M/J0kAwSWj7lNp5fDpfXJ6zAsktkmsJ8K5iaxKrZ0QEXcmI6ajCu/EO9nHkEh7hipJFJyPaCsm/f0a7UHpEM7FcvtEKFRC44ho5vN5GkgUmH9PS/WRtVRCDD0zyNr0ilpwhrapcZ0I5ZQxYpmoSP7HZwtNxzOFd/9xfmFKPyuThB5DMFrMiwxK1M9ZRm4zciseK5nNIcrPLpfzzch2M2FAEXxkWI3oGpdwIDEJs8rQrGuaesV0so0LWjYYIiRfEas0sWtZNTVNFMb0wOZURcloMmK1WmGTNzPAqBpwcnQoXzc5e3sX8V3LajFHE5hMRhwdH8hkwAx5sP+QIjNkWgiRUSmx9litsFHaCY2hCpbF6YpiNGA0KHnjR29wNJvhXJf250h0iiwW+HXH1YtbnB58wHo1w7dLvO9Y1g0HC8cb+0c0WUarFRGNblUyjZKwDOUdo+GQtu0wWc66bbDJDKwfe8tCClh1VhUo3U+d3AbnOT+h6nVTXYoKEuwvVaL0o/b0HmclVTUkuEhmNJVSfOG5T/Dxy5d4emeHJ6YTru7uMJ4OuXdyxDpGVFmRjQa0Ycm6qVkvVzTrNIYPwmIPTsIY66Zj6TxtVESlN5viBo8KQsAQnkLcrCucCEiXznGyWtCElq3xCB0D+aDEoWjXNRdGBcMchuMBzrfkeSaWG8oQQqpuzt0boSei4jdtElptOGf9fdNXlPSMbC2pEUqJ1EACIiMGR6mhyIyw7LH0oXheR7GZzYz8XRIp0p8zsNNSLPRcuhgVmRbng65t8U7u/6qqUhFyDsP40OMjx8TEKHoS7yNBn42cdZS43sJmdFF0SyEEySWmH1OfxWH0jh1BsYnJMJkwg2OfJEdEIKGkho0xTTsi1hhcVJR5jtUi+GvbFjsayousPwxano3Bz4/KDUoWeXQJCNX4KFTxLFPopAeKWvg7uc7Iy4Lt6Q7K5Ny/c48qzzk+PeXg4BClNNZmLOdLfvGXf4m3377FfL7ksatP0DQNk8mEGGE62aauW7amOxwfzanKMQdHx9x48hPcuXOX+eKUca44OZzxKy9+hpHV/ObLrzFrO0wlWNX927f4ymd+ln/xL77OKqxYuY7CWopqiF3VXLl0iXIwYGzhvXfvolTk3v6S7cmUUaP53/7JP8XZjGgMKIWPEYvGKNEsEaVaXS+W6Mn0kcqwbWuy9G/nWwZ5hlKIpakBpWzabPRms+nlCN57yd9Kk6qu68iKPCnIe95Illp4h7Zi6XHpykVc20m+fYyM85yuWYkzgDFcvXqVm5/8FJOdCzIN80vm8znWVKjc0HY1vvYEZ4Tg17XUUTaadw9O8CZPpm7JT1udpcXmuWW1ShW77hMYBHNpQ8vh7IRoxJpD+Y7JaMxssSYGx06V0a2X+DzHOZ0C9858mlz67IkS13yOiCcMDRFc9a+LjwGdDmiZ9CXYQGmJg4mCgKKFZ1OYkkFpKHJD9B1RG+rGk1cFTdduhhtnd3m6LtdCcjYsiioREXO6ztPFjrptKUoxWotpYvnv4+J8tA0nghRFYUO/jv6chD0ZZsW0MaRhs4DMTUNWVtRtk7JyghD1Uo8aYpSttG+hQtpsYsJsksYJEJuCKD9S5gW5dVR5RqZDiuqFGNtHSvrYVymp5bNWUPjz7FZBEltc15Abw7puGRVnfBNCpHUtRyfHHDYH1F5BVlJi6NpIllnuvicJkZ//3Bd57877PHxwyIULF7h//z5lWTIajVmvGpRyzGYLRqMR//pf/SZf+erXuPXubQozYL56F20zTHBUgyFF2/LMpRGzZx7j2z96k5PQEqPmE888x2/9zr/h2Y8/w8G7R5is4BPP3qSb1XzyxWfJYmRvmPOdV17mzf05F3d3+NJXv8LPfuo5/upf+2uc1C1aZdgQk/WmpC8arSUsL6HteZ4zHo6I8wX4lVhwRrDptTk/MdkslSjEvL616t364IyPs2mrsuzRSjnLCEBZltRtIxYfVY5pFWWRMRmNaJ0Ih01heezx60zrFTFG9ram5IOKdduRm4q9ySX2P7jPsmmFDuGFlr92DZ0NOK/ZP5qxiBrfi3zT1Ke3aY3p+nNj8cmmos/2AlBGM18uOTo5pRyOaJ1jdnpMszjh8mTE3nTIyGh868mzEpteC/GYSS1VonYoJS2SD6l96bHMc3w0Y8TFsaeAGJ3Rdo2Im5VKQLOTKXFXU5WWItdEv8Z5z3iwhbGWoixFqR+V2In0RFPS4ayFzjCoBnStQCjL1YrRaELddoxGI5p2TZ7nhARuG/2Tt5SPhuHAI6dcrwaWJ5nKZdduqoh+jN11XqjfbYsPYgnqw5lvB1GMoaS9QWiM6QYnUfvP55KrlMpZ5gVGw3g4QkUYVoPNEzI8SvL7MJbwyJuY2i7JrXr0lF3XtTBCAxzsH7A92uKFT32add1yOpuxajtWq5XcHLVYKNy8eZPj0xM++OAD6rqmbVu2tybMZydcunCBvd1tRoMh164+nlTQCqMzlouaMh8wHk9FdxSg8Y73D+/zBz/4DsenR1Rljukcg8zw/ddfxe4N2J8d8jM3n+bzn3iOzAde+PizfPHnXuDFzz7Pv/z6/42l4eLVS9y4cZOdkeVv/vd/i9f391kE8fyxSgvOlTb7mFI4+qTUtm1punbjS+w7J57U58bfHi+bTBoh9wTAHvztNVc9ie+80FBr+fu9/UOfl9S/nlZLa6Mzi7EyJR2MhmTDIeMLe1x77hkuPnFFImnXc6IKNMqx7hrmi1NijNSdS4CrhiiJnd7AveWcu6cz6uRG05NONz7Qad00XUvrO6zN/pD9J0he2nLdUJQS3Ts7esjIKq7ujcldRx4NvoubSF6pXs6qZ6XE/dE5xzqlm/Svz3mCZUzSBxf8JkIGZBNXiaIhVIyM2WzGdDggswoVHXmmqQaZRPJqzXJZUxRDiqLEGNkodOI6RK02+FWzWhNjZL1eU1VDWuc30UtGZ5v3UGv7CDTyRz0+srShv2G11hvtFCQLCdE1S0+8XDJfLWmSRqcLHueDeKWgJCMnxI0d4Vmrky42yhSq95ON/lEzol4xnmUZs/mppACcCx8L52wo+kf/N3ouiE6lsVJysmsNqLDRq7StoyhKmrpFRXj88hWuXLokb3RmGYxHG+B8uZwzHg/5M3/uTzPdmfDg4T2xdMg0q8WM+fyY4bDivbu3qes1Dw/2yQuNDw3aSKzHycEhpdVcf+wij+1dJDcVk+mY+/MF82zKvdOWZaPZHl3AhpzBaEjTrDHBcbkqeXw65FNPP8OVrSHL+X3+r3/yq2xfucyDg0Nu3rzJH//y5/i7f+9v880fv0ZTlXRFhu9P8xA3LURus41EoL/pJIpHzKYmk0li/a5RCbPpHfA+zJA9L4XpP/fq8Z5rJArwbqO96hewc47gPKELSWOXLEWMpXYePagophPKnS2G023Goy3GgwmDqqLKM8bDiuBqFFGwJR+I5hwHK8v50f0HHHgRpG6IpepsWGE2Y33/yHPprTmMMZu25/hkxtbOrphp+cAz164wNAEd2qTXKjapoV3r0jqVP9k7Ypo821iKPjrciJs128MSRollhFIKpfXGHkL8uBOHzRqGZcGgqjYbd1GVKJ0znuyQFcOEDQmdRfSNiYGvFdpaYgKI+7ZKoSkGFTGeM0A7X4j8hMd/UExMjDEZ+kSitbggVqFKa5zz4kMSoWkTBdwYSc0EXDTUXkLeQiI6+TSCixGUEr0KfcmqlHzoVGGla9AqEtPi3dvbY2uYp/5W0B/Lh3vJc/KHHgzbTK60jAQVieOQKN5FTiBQFjnW5DzzzMf41g9/xGni8BR5yaoVhvTe3h7jrRGvvPIDDg4eMJ1OOT4+RinDaDRKQWaR4BQHDz5A65yuXrP/4D7bWxP++df/KS98+mdZLU+Z5Dn5aJcHqyV7NrJUljsP1kRb0uJYzpZsTyeslqf8qS99mV/40hd45Q9+n6LKefLGdR7fHvB3/ue/Q914XKiY7j3NYDDhH/+z/4eX7h/hTIkDdJajHAKKx4iJiElV55PFawoH1IqiklC6QGSxWlIaKe17k6YN4Ux5fGKfn7cB7WUl52+evurpvxdjbzliaGuhU6zXawbFAEzC0bICQiQrSmJZMN3eErMoOySYgs4p1iuPDobVeklUGeuuZr1akRcFrQusmxqvNPdWNSfBUG/wJkVIXb2OpEC/SFEW6cbKcOk14JykoCgKYmg5OZkxGAx468032BoNubK3hZsfYBM2IwIoYWRrk8moOwG8CiPBj5yJMoVjdL5KPwsrUBjhqqXN2fu4UYqrINiO1RLBHXxHmVVkhUy1tCkx+QhTyjpITye1dEZkIUqR65LOeUA2tIjGZjmtD9RNh800VuU4L1pGRUzv4U9pLN4/euKRCxHnI63zdE5MgFof6Fygc/L9pnN0ztN0ntaBhGGqpHJJTmRIpdOLMcUzJ30OfVSMTJoCycmPvg1KGhjnWCftzQal/xB41Y/gzbnTG0h2Gmx68l42IaJBMW/f3dtjtlhwOp+Js2Eqp42RWNQnbz7B/fv3ODx8KPyiFNXR+62c56H0zNXReMj1649zePiQGD27uzuJeRqYbu9Qrxt2x0NGg5ImTQ16vMN3jovjLfIQeOmb3ybLMra3p1zYnrC/f4/jg0Om4wmHRye8f+8hT964yb/93ks0ibJulJVYE842Xk3CV/rXNUaCgnVd0zqpQIKCdduwbpoNbnMeiAceGYn3z/38z3z45z/87/NVUFmWrFYrie0hbkbvm9/zAUIU69Cq4HB2Qucc49GI+XyOSlE3oZ/qIGur9YH94zl1NARlN2TV/v/VCVvUH7p3/tDzjUo8u71cW1u3GKUZVgWuXjMaViKW8X7jYtDLVnrg+PzfPb9mzzPigQ3o/uHInPOvqTEmpYBIy5VlUuGsV5LCgFZkZUEXvGTIKfEBOi8YPav61cY10xgZxXdBsuqVMhB1av0erWx+Amb80cWb/Q0UUvURlfAYsBmrxlF7xdpB7SGoHJ0NaIJh1UEbDZ3KaIBaQROjfHhHHT1dDLTBb+jV5z9axBWw/x0XZNLRdj696efyrc7R688vFJCbob8hZOOxGx+RfoS+GQcm10GHIRrLt773Elt7u9TBoTLLeDpGa81jjz3Ge++9x+HhIcPhEKUUx7Nj8iqnqiqUksUo32PTLty58w5VVTBfnHLpwg77D+4xW65YrT3zNqCrjK9+8UUW8yNG0xFts2BSaLZLw9OPX+ZjN65x8MEHcjqXOZPJFrqd8eu/9Q2e+dgnOTw4Ia9K/ou/8pf5+//oH3AQCqIu0B4qMvJOYl56iYJKJTLWPBIti9G00aO0RhmZJGZFvglo6zf9/udjmlL2nJrzIsX+Juk/9zdG/57032tbIZfO53Pywm7sGYxVEtXiHHmIZD5Qas3WdMDO5S2uP/U4129e5fT+PW48doXt7Sm1a/FKsWwa6rpF2YKToHjz3jHBTnFKrFEhiKOh8hglI3OtER1VYvr2BmJ9ZdY/d7nxJS2T4PBtw97uNtPRMK0nnVIuIwG/walsniUM7Owudc4lHs2jm5BNPByxBombjaEXA20mr6Z3BoToW+pmRVWVsnnXEs2UDUqChg53tlkYjUubvVaWPmmlHFTS4inBaazNicrg4hmTnLQ3xHN6rz/q8dFaKtXvun2pJ+BV46H2kU6JGVfdtog2JOluOkcTFNEKLb2JkU3hFYW9qpUiBXcLrnOuFVSqtwMlAXvgW1EwEz1ZblnVa8g0IVbJEe3MzU0WxhmRqX+BVa9XiXEDGiuCeO8oYcx+8rlPsb21xTd/63dQVlONx9j1krwsWLct29vbskDqs2zzqGAymdC2jkFR0nWepml5+PCA4XBISP7C8/mcN954g+eff57XXnuVxarjT/7Kf8I3v/lt1sslv/Jn/zz/9uVvcLCes3Idw87hneVXfv7LbF26xHe/+xJWeUyZ8fhjV7iys8Uf/Jt/yWKx4M3jE6a7F3lqb8D3X/ptXnrrLQ67jseKklxZpuWQ49kp0ShxmEOev3OOajgm1K2YcDuPi56TxZKgNHlesOqWKAyVsdhM2g5rBRx2XSCzGVqfVQL9jdpPsx65iRLZT9wWTcIOvFSIXUdeWFbNCu0MKreiDldiOL46qpkdHfH262+wWs347M+9yHvvv859XmExm3NS5mSDgpM77+KrIVlekmUZ887zzsEhLhugVUl0DSETGltMoGsEurplmJI2+hu6KAqWqxWdDxRW03lP6GS4MZ8tGQzHNE3Ds0/dRMVIkefgajGzJG7AWR/YVBwY/Yjndj+p6/rIJa030dfBxQ3pr+s6bCZ+OvrcNRprhV6iNIMqoygsUUHrOorREJXnmNwAFq8kR0xpjTVWRKzeU+TiURVREA3WGtJNku7FJBI10grHGDfK/00Eyv/vDSfdvEZZlBMCUEThVWDZdXRR0/hOXpzYh61rnNFEq1M+uFQyUSXTrvTm6hCJzhGN7DBivnVOmq9l3KeiEP9UyIhNh9Ets9kJexem2MJKBlCIouUxGjBi6q4iPhl1hxhAyRvm246gFV3oiF0kVwVdTF46KlCWJd/85jepO7EfUEYzO11C0ig9fHjI5SvXOTg4SBKK3txdrj/LpVq4+tg1yrLk6OgI0ElDVVFVFffvHTCZXiJEx7/45/8nFy89jm81P3r5XebtiEZv0a6O+fmPP8dIWfJgePLJp/jlX/4T3Hr7TXIie6Hh937zn/PSa2+QTS7w2NUKU+T88V/6Rf763/ibxO0LjE1OpjJuXLjE6fEJMaYy36hELNOYqNEuoG1G17TiDKBzgsk5Wc/Z0p7g5H2pXEuZWjyCxKsYFST5gECwerP2gotCge8Z5gmcX9UNLohY0NOTAg1FSkrt2qRCbjriqqFJLOTVqmY8GBNCpChyRlnBOz94k9liSd12eB0YTLe4+8Y+9x8ecuVqRZnlNDHSWsWthwe4fBtcRx5lPB0T7pcpS/SBIsuROCKP1xqTGZT3CTfJpUL2ayIKpSOnqwWzZk1ZDsgLRWkNyjmMKaCA2AZMlKrQ5qIZQ6mUKpsA2ExcCTsvvtp6Uz0mAN+cURCikgPfahIWl07nTKwx8gjjckRQnmA8XV6iyxGmGiaunOCZyiSjdRdFfKk1rYyR5Z4PGpQW3DRK+6Wt2fxbplkZQQWi735iT/URNxyVnnjABcE2TpdL6hCog6FTgdo7KU5UAoKBLii6KAvHKdEvbdiaWuFdICiFShacaBIYqTcvilYm8Z8MJghzWRnJyT7P65BqRjglSkk8hjGGSEfrHKUWV7QYxTBsOBwyW9XQ+U1LNVstubC7zec//Wl+9xu/TVVViYqu2d7bpX7nDqt6TUCjdc4bP36da09cp+taZotTTJZhcsF5jk9PKbMBq9pz8cIud9/b5/oT11gsZnRdx8HBfbIsYzAsKYoRh/eP8V0gRsXWdMT83j1+4Wtf5Z1Xvs1/+Vf+Mt/4jW/w3gcrjNPMHrzDzlCR6SE/+uabfOulV9i7/iRHoeX6zSv80td+ib/xX/+3NEWFdgHnViyU5a13b7M9mdIGjzr32snpKwu8Kkq6pk7jasdoNGL/cJ/xuCKEiA2RNgZJQ1V9VRoFgPcdAVg3nWivlEJFj1cyrtUKVBR1ftM5vv/qa2Asexeu0HUd4/GY6ANVXhBSuGKe56yamoDHK1g3NfdWEjk7yAtGStjZD06OmS0XdCqydWGX0DlGWzsMBhNCNIToee3WuzQqRw7pRgiswWzOtX7AMBgMwLmUBRUewUp6JnQP2GqthSoxnzEeD3ni6mMcvX+Hre0pqqsxNhOwOoG+OGG6y5RKJ+a12bDs5dY4T+M406X1Uh2jxKWw6zrZcIxBaU2WDou+erQ2J7MVmS1RWJTOUCG5NXg2DGKFZHmFIK+DMqL+b9uW0aSS550wPrQWwm7KCIu+JTeGaDYzmZ/GhpMe8YxrkWUFIQaWtZN4iSg0awEdFV4pWZAboFh8ipUWKnVwQTYFLcayXkZFqITgGkUyc9SSX51SGZQ5K8v7U/E8TqBUYjJoTUAUujotkL5dFt5AYpViUn/tGE9HFEXB++/cJTcCrlZZznAyJgToUjZzVuQMBiOOj2a45Ou7GZsGm6T6krc8yktMXjDZ3iHPJTExzy1KCXnq9PSUr33tq3zj3u8SY+To+IDLly4wOznllVfu8Vf/4l/i/ru3mR0/ZGtyka3dCbWfg/KEUPPqmz9kcvEqtfes6XjxU59mfXLCu/v3UTt7mKgwRDweVCb8G5vjlDS3/Xi2ryit7jOx3cZ8qwuit1E2I+iEcSU5gAD/LrkuBoyPKGNwsefZpJM5tVYI5RNvFdlkwOl8xdvvv4e2BnN6zNZogtUaG2CaV3Sd4+DoiGXX0QRHzAwqlxb56uUrVFmGj5HB9jZ6OKCLgeFoxN7OLuvFmiwfoLVmtprzwdEBKt8iNGkchWyA2ijEmtY/mkhhRILQt+RSwbaolKbQug5tNJ3vcD5SDETE2dZr8nyPplltmMHaGorMJgDYbuADFYEkN8CIeDIEmfzKgXq2IcmGo2jqVfJxMiglQELnO+rG0TQdg0pG8D3RNUSFxqZ7SA7zqGQAE5DqRmtFbylldZZ4Px0b5r9YNwAChYQYxQsnRoILdE3906xw2ISvRyVm0uvFijp4gpHZP0aLe7vJ6FzYsCm9ktLLBU/nnWQw4wlKWIAuygvpo0ejN7t7TG75OrVe/ebpnCOvhkTXbcRsVj+64SjVV5my2QmpT1438QmGZl0LeQkp253z2HLI177yVb73W9+QKFutGY1GPPHkk9w9Phary0zGh1mWYYxmf3+fplsTQ8B5z3Q6Ja5WqMxQrzsm4x3yrOTatWucnByBtlRlzmAQWa0yTmfH/Pqv/zq/+LVf5tatOyxWp9y+/Tar0xUum/Hb//Qf88x2xZ7SFEXNp599gneODpgd7/PqS9/lh6++xNUnn2G5XPAf/7lf4YP33+f//We/hp5uk2EheozRaKdwBHwIZ5O8RP7z3mOsjFRznZEZjXMBlWcsmjXaGE7rmhKpSmsXqZ2nNBHlwRppQZSWfv6MJJfimFN1sElADYGx0Xz26ZtG0BOxAAAgAElEQVR0wHIluJFzHh0ihbbk2jAdjzmdz7n+xBV0MWDpPLYakI0qFqsVly9fxmYwKErmRzNOT044Pjwgt5ZV3bI9mdJ1gePVkrvLOXePVxR708T8lOwmrUWaEc8BoSEEXNNQZHli0Z7JEZSSzG7XpyoooVXMV0u2hkPGwxI9Hm2M/aPrK2gBl4MnsbtjYg1Db68KUtU451IS7aPTRKfEBiazhfjSaNDWpJsfXAipIo8yurY5WVliqgJVDfAIZtqTEPr8qp6Jn2eFqOWzgq5tGY0HSG6YwflGri+11SRvZWvl99uuJp5LmvhD+8dH2m1iZN02OBUlyL1rRbehe7DXU9hMOBhKY5HcHaWEJi55Q54QHF3oZDKSa4KJdDg6HF4jNqTRpY90Y6jQz8eISohX62ZFlmUb3Q2cEbWKoiCzxWYEzrnqQ/RSiTUdwEdwaQS4Xq/503/yT/Avv/5rHM/nuIRFXbt2jdt33uPg6JjW+Q2oN5vNCMrTOGHFKiGMAJqDgyMRbHoJsvvsZz9LVVUcHh4ymUxwAebLhrwa8Pj1m1y68jjf/t63aP2Cz/38Z9nf3+fihcd4+uZTfOb5Z7gw0GwZj3/4kG/9zm8xyhXf+c3f4e3v/5ibTz7J4cEd/qMvfZ5dSv6H//1XeWu5xlJgA/hcTug8ZmRZQd05sjyXSJaIJHKiMFFt8p6UUiijCMHTOUcdAm2EVReoQ2RRN3T/H2tvHqvZfd73fX7LWd71rjPDIWeGpGRJpEhJJB1bkWPJSZ04ht00cRMnKYICbZJmaQqkLQq0KJA0SIvUaZsUaJOmQe0WKRIkTRrXcWIbiaRIqh1ZtCxqI2lKXIYznOXO3e+7ne239I/nd957R7ZUsNULXIjUDO+973nPeX7P832+i/d0LlK7QNW2khXvo9g+NI4YVcpzSlYT6Utsk3M2BiUmOIroGOUw0I5pAVsDQ65bSuNoVweMy8D22DLKIk/deJSPfvhpnnvfk3zs2ae4tjPl0u6YyztTMhyhmTPEU/iO3WGB8i1HsxNabfjym3cYbF6RMEcVUNFiogg08TLmWJ0kGUS0sezu7l5YV4c1sCtr8fBQ59N2niLPmZ8cMxyUQhg0os+LaIKXoECxQD3vKHtwGM59b3qSYJ58f0yerTd+PR/I5hl5WaJt4jylKJ5uTW6NjCYlaCiGA2yWy0Ikgdb9RlG+b0a8UOBCCkKAQPAdXVunFIqO6Dq6usJ1Fb5ZEbuaZjnDu0Yw0m/zelcdjgdWHhbOMfORmWtYdC0eRauCcB2yc/auMIJFSWzSVqvvOEJ0tHVDTG2ksaKfCSGg1RqvWgfNy+DlCciQ6IKj6BWvabUatCVGARUXoWOUZaKwNrKB6X+O9xGTWbxLqaBKMdnc4hNPPc/m5Uf5P3/ulxIfyJN5xcbGBgBnZ2d0wxFZnqPSCLW1u83e3j3QkbbuqBvhjhRFwaVLlzk9ORMtUZmxqhY0TYX3jr29PW7ceJzVqmI82uDOnTuMJiNc9Lx99xa3793jw889x7gYMdD71G1FqOeM8iEH7ZLx4oTqpS/y8q9+AYxlc3PKT/zoD/Pkjcf56z/9d2izEboY0c0dJhd+U+HS+BMiLnZYq8mzEqJPxUCuf2ZM8iyupRMxhrPFQsiaOmfRVITMMAJWTpHjGWZaulrZ/VI7T2YksFAZK59h59aSAa0sWaFR5JT5kKZtGViFt4HVfEGnJPrHh44is7i2YX52zMbWDsvje5yd3F1zhYQbIgcAWhPaGpRsL6uuoWocy+h5452bzLTBKSubVgwECUWJ2hGTlk/rfN1hFMambiFhHaFbkziresVgPKKerzDWEJxjsVhgN6fi6xRaysmQeb3AGiN4C4EQ05cIDiXsMPnu9MUnRkkm6b2Cy9GQxWJBnpX4GMmKgtA6OucIriNTGmMtlWtpnT+XaRhS4VJJwiM4WtUKjyqzRpIWEo637j4JaVTrJRVJkhKTwZc6t65wztE2MByVoM4dO/9/FxwX4c6iolWW2mbEcsJkuk1UmrbxBDQ+dGSJbt22La4L6OjlJIwegieLMWUkmzWJSNZqvapcgCuVtksandjIYsvYnzUC3onswXeB0M/jGpSO4iBnDLnVVNWS6cYkEcgER2qCZ3L5EvP9M7JVy1tv3OSVf/5plg6KwZCyyLm0s8vO7i6vv/Um1mTMlzVNXTPZ3Ob4+JTHn3iCw+MDuhTp4VxIYJ20nM45NjY2hMmZRkpjDLPZjLfeehNrLffu3eW9730v9x/sMZ8tGAxGlPmYW7du8f3Pf4ShtxSbE5p7d6F1bF67xg98/BP85//+n+WDTzzBolrxfS98hEzB//oP/hG350t0LHCug0yTK4NxAR0NnVG46AVTcV4o//3prc/X1rqT+BWDofWetvO41tMVEXQupEyjccFQe+GrRB0JTtTiVknHmxvpHnQyawqI6j/EIBYmSqF1TkRSAWT0LXCuFUV31ZKVIzonIYtHxycUgxKdpfWyd5Ir5gW/mNUVOsUOL9tAEzX7ixUv3ztkb77CFSOcEzq6jDgqkSh6IOV8nIpOMt67TqQ6w6F44mhjUEHWwrnp/V8kMsl7j0UKey+h8arHWVLEEhq0YCK9ljCI3joBrloQW1GogVZ0zqGNYVmtpONBOsXGdYQehwlSfFVmCd5RDEZrUNgUGqyRNJKqwVqJk3HBi51EFG1Xb2QXo3gxA3RJdhJjBO/wzqEynTr5SFFIOmrTNMmS9tvbU7yrkcoHqGzBg5XjuIssdMYyGFZeEbMBQVswBV2ExgeiMpCJC3xW5GtgNze5gLRAL0brjdO9D+uRpNdWuUS7Fle4KMQnBYNR76537pmstb7gtSNfbduS24xquUjAspY5L885mM9pmoazw1Pu3bkrP0eDN4pgFE++9z0EBSenp4zHY4zWVMuae/fuMRwOJR4kRhn/kBNiOBxydnbG1uYObesAzY/+6I+xt7fP8dEpP/S7fid5YSkHObuXtjmbnfD669/kQ888wx/48d/PjWvv4cMf/AhPPv4Ed975Bs8/8wFOFjX51iX2G0dx6RG+8uKXubqxRVY4vvd7n+Z973uSX371NX7t3m0WJoOiIGpFpoS6QCjolMZrGVsdrLsDeV6T1gm5tk1iFbsY1+ZQWSZudREJo2u9oo4RryyrtuXg7BSnFYumpY6RNniarqVqW2KyrXQhrNnlPgSa2NHi0JkWs6moQFvK4ZSgM4rJBgsXOF7VnDUd+7MF949Oubt3zN29Ew6Oau4dLLhzfMzRfMHWzhVGwy10KAixYOk07xzMWaicpVZ0vkZlEWsGmGAEWzR+PdL0XKGL/j1nZ2eMx2NClIc+S87lMoZI0COce/5Ya/Fdg7WaxUq4OSoT17y+gJBwRQmt+9YRRP7drakl59q00XRyziez58LYzjtZb2s56Nu25fT0lKKQwECT55C4PPI+5TmI4dxhMc/Frc8WGUpLMRfnSicUiihaAJummLywkqCRCzkwy3PhA32HFuddFRwXAoeLilnncEpAYWUsgWR9qGS2rBqhvjsfcJ2nbbs1c1VxLilYt9f63PTooop4TcKK5xE0PgrALAmK50zWXkHuO7eOeQHWF1JpoWf3D45Wgi2YpMmy+mHdTyDyyCOP0DQNt++8Q+/v43p+hNbiQreq0nZGNld5njOdTtFac3Z2xuXLl9HKcnwsJumnp6dobRgNJ0zGG4zHY4mZmZ9yenzMV7/6CtPJJl3Tcu3qNndv36RrAo237J3OmVx6hLfv3WNYlLzvyRs8/6EPUmaKvf37fPXNN+hMTpO6SWUedteL+LVC/qLYbu3L0nvmJhZ2j4/1J762fVfh8QHq4FisKmrn8cpSlEOWq5q2FWNtcfDMBDPw54fCWr6QetXoL5AxEwbXuo6sGOCCbDbzsuBsPqNqWs6WS05mC+arhtPFgvv7RyybVnxw8oKqqdc/Z1G3HMxXnK4qyErQNh1c/f144WEP59sVwa8yMmvJjCLLJQhO/jCKwt4YGc8RG0+5NnEt6M2KnKyUFIrQ9Zgk33KP/1YbnXPJg9io9ExsYTL3BVGib4QyInKetEUi5Yn30oS0xg7JLqano1wUL6+3csk0r3/eYhSnBpukMNYIw7w31+8xJa0ieZY9JNX4rV7veqTa94bO5LS1o4wSIdqTxpRraOsaHTXeB5rQYI1huaoZjkpyYzDhPNgsuJYAklOskreNEUV5fyP0saFaW1ACvmoUMRiytILt19SxU7RtRJkoieb5ABWk+xBNoPj00knbm7uWcDJDtw7lW8aDklZZ5quK0Hi+94Xv45O/8AsYhWxPtGV/tkAVOUaLsNC4SGjEtqDzgeGwlN9RBc5mx0y3pgxGQwaDAePxkKIo+OQnP8kLzz3PnTt30CpDBcWoHPCVr/w6v+35H8RYzfx4n703XueHP/4xvvzyPb7x2sv8nhfexzvH+7zwwx9nfvoA6ypO79zmox//BP/pX/vb7PuMkI1lxEAWzzET3lIMLVrptPJMG7xE/lJaBLiZEb6J1VKYQ0saDZNnUOZpnCczmjZ4ZnRcHu9wNl9QFZAZQ6kNO5MtZrNjNsdjumSE5pWY3fcHCTrgI5gOUBCVXh8IygBR46OT0z9qsqLk8mSTumvxQULYVJQH8toNyU8KWjPvGjoNvpqzcIqbxyfcmTuWgxKMlUKsFBhHDGBiEHBSp9EeL0CvVjgvY992mVMrlQSY4lRgENuVIitQcYmJCGAeFSG2BOUoRmOWdUNTdQxGGW2Mwj9CQXBJHyTFYT1K9eOV0mgSCF0MZHTy4qBgc5vcFh0uQJ6XuLZGZzld0xG0pYutrJSNgiKT1AdbABbvXcKQxHPIRxGWaqUISXIRnUcRsHhQFh9BpUKlCMROOp2Ynk8VPK5qJMPrO6gb3lXBCcCicbR0hMKgfEArhVGaPLN0jWOYT5nNT9ftoAuO4caEQS7AW1+VuwhZlNwh6XKUhKLjUxxFfxKnBycGTFqXKxSZtVI0MkuRaVzb0URPGJZ4F7HlYN0S20zYxd51gvlc6JzyPMd054LB3oahTmvMqhEXwEdu3ODrt97mtOuI0bA73WRrImCvSY55MYZ1uy0uaRnvvPMOH/7I93Hz5k3u3bvDhz70If7lZz7FtWs32Nvbx9qcze0dWtcy3tzg/oN7jEeb2Fjy2O5VfuXFX+ax93+UyWOP8fa8ZrnyNDXUZyd85CNPsz874b/5mb/La3NHO9xOK8lwrrQnYRWkf48xfZLnfe9vElRqRUxeLXJ6pY1GkI2VshkhOOZty92TYy4l3kupDa1z5D5QTDZko9EGylzyxoLzKY9Jy/dXOvn2RmFpqaRKDmKuXmYmuQFKumOWF0ytYTAcCxYXzruE4JKZVc+XyQtWMfDm/iHj3UvUTUV3QdbSv7TWcoCpRMHIDMonsmnSvMUo6SJtF9D6nOk7HA7l94iewWBAMxfPZWtyJpMNIIoVJ6m4qHNz+ODdWjC55m9Fuc8f6vYujFR5LkkZs9liPc4FBDIgBBazGdFYFquW3FhOZzPK8QgXIUOjjAWvE9YYhXekNaHpaJYVJjUCcmFUkviIbEIKVCQEwWG1gWW9TCOdo0PW79V8QfCOb/d6957GWoPOQWUona8vWN96CT8orfdCJxk9haHILcMiF2c+a8kTGckk9rKEgIlAUL6pRJ9eDL8L6TS21lJmGcNBQWHkewyKkjLL5ZRSWgDaeNGY+ryNlX8WK8cyF7uD85W5zNWZLbh9+zY7O5cYTTe4dbDPXjXHZxllXlDNVsyPZ6LhSjdEb7dQ1zV1Xa/bZe89mxtblOWQL3/5y/z4j/0+/sW/+Bc8+cR7OTw4JgR44vH3MjuacXi4T9Sa4XiDpx5/L3E5Z97NOJrP6ewAO73Ec9/7MZ754IcpNi/xjz/3Jb5+ULHMNlMoWUyntVo/TL1/S4xxrYy/KFCF8xXp2gFRsSZS9q21RJfkUrhSofAm48HxHKcKVp2GbMRs1VI1nnlVsagrup4CT8RFxHhKWfncY5pk1Hl7nmUZm5Mp0+kmm5vbjEajlPMlUpDMajY3N5NPdgqlM2C1InqHQlNhefPohHmATmtCioK+WHD6kVK2qVJ0eiC1bcUxcjwcYbSWQpI2Rjp1bV3Xrg+Z/qASkSM0tYT2VY0QBMN63EnXs/chSuO7S/o6jGBZXa+dSqNT3zX4KE6HAWF1o8zav/jcWD3HBSgGA7Sx2KwEnSUXTflsJUFF0VTVeqVPv102OkEX0tWoqLExdco+EJJPkYoR5QP1akW9WjCfn9DUqyRL+q1f71otnnvI0Rgl+dxZlpHn+XpkMJmhKA2DTLM5sHz/Mx/gY89+kEe3N8hxKU1AoRIOs1abanmjylwwPVdI0eE8J7w3cbbGYBQMyxzvWplOY98KCjP0oiHQ2lWN83hf5xwhSgSsJ61XjV4H3b/55ptsTLcYDSeAXnu/mkzifRer5ZorAfKzJ5NJArH9Gju6desWb775Jjdv3uTxx5/k85//PFleYkzGjRtPMChHnBydsjXawNqct9++yd0H9/jGa6/zh3/P7+Xpy1NO9u5Q+I7ju2/zP/y1/xpVDPipn/77fOHOgsM4JZgBq7ZeW2z0a+4eI1vrb1IR7EeqvjD1Ece+B0tjis8x5xyTgGSEC/XdiOAwKpTJ2T84pm4Vp6uOuoOq8jQqw+cjZl1k4Twxy/AJoKY/KUNcd6p5woyKYUFWZgzHA8bT0RpLGgwGa5Z2VS8Zj8eSdpllmNzQ+lrikDNLReTN+w9ogqIN/X0T0eGcRKfTw3SRA9NfkywpruVeCZS58GJc2yVTOOHHtG0rGrt0r9V1TVlkZLlZLyxCciNQKnWPfc1LYufOiyFdF+JaW2UyS902mBRlbIyhamq6zq+vR9v5lKohdixtWgCQNsTD4ZDJ5gSbDVA6S5svWC6XVFUlh2Kv8FaRSEgbXvH4Ed9pWeQslyuJrHYeX7d0VY3vJIkzMzmZMpwdn3Dv7gM6910qOEZpSm3IlMZ3EgvSx9D2jm2SdBAoreUHXnieG5cvcf2RXR67vItKQrO2bc63AO5ipvIFQDm9+sJz8WHp7T97cE78csXd/qIHC/BQh/SbQGn8Qw+dSu1j7wljTMZstuBo/4giy7EkU+2k5rVWU6+kw+kBY9lkIDdWjGKh4VuuXLkCwOHhIU899RRXrlzh1ddewWTilGitFZWvLTFGcXhyKELDakXZVlzZGLOqG8rRiMFoRKssbz04JR9tCMU+OoYZ69O372z6tvyh0/yCkhtEOBk5B+5jun51+pyyLDv3700PlXzfDBfBlCWdFxvPtgtUPtL4SOc1XdS0AdlquQQoxiB6UaQoqkjaLHrhcaQOysdAVuSUpai8q6oiSyvXPlqmLMuETxha1zAYFGLr2jmWdYOyZm2V2ttAPDRCKtbFuH9/PbButSEz54Uly8x6Q2StXsfkWmvXETL9vdR1zXo7249OPp6TBlWSvUQtOSQ2KzApTldnOcu6Ih+UzBYLcd1L2JdK43HPZ+vtQ/pi4lPAYJ7nFIUUZxEip1V19FitCM4LNy61mAZhTl9kOvcb4Na11G1N1zX40MmmSiu6psa1Ar4vlxVGl9Te0nTfpZFKxUjuAzkyE+qEuHde7AQwGudrLm9v8twz78e6Gjc/ZO/WW5hY88zT38O1xx7BJBuKmDAgUGvtVEBU5H2h6W+CEBVEwXCyJMkXmYS/0Orqh9r/vm0VN3yXClyS0vfWqLEft0RX44Jsd4KC+XLBqqlZNTXjcsBqtoAYOT4+ZjAqUUqtVc0aITOez/wZnWto0knz9ttvMxwOWS6XfPHXX+Sdd25x/fp1Dg4OuHbtUcgUscy4dPUqeZkxq8547nf/ML/2zW/y1JNPMLGKB3vvcHx4n8N37rL0kaUtefzG94gPtM3wWijp/c0iejL5KopCgEce3k5dLMKkTlLW16y3gn3BFxsJuZ5116Lzgjoq2ggxLzleLjnxHQ/qhhOvOK09J3PHbBlYNh7nFdGBCuIx45qWqm7XeiylbWIp95+tPCg2z2Q0MBnLpeAGo8Fw7ZkzHA4lgzx08rtaw529A7qoKGxJ29YPjVJa2XXXZ4xBJye/GGVt39NIlErG5jEwGAyStkqDD2sZTWbFxqHH7oLrCG2TFiNQu47GO7AZzvdYodh4Np2nbSQq2Eex3PVEOuco8pIYZPRp23a9VXLO0QUZTU0uXUvQFqcU2EL0ad6jcUzGJVlmyEyOknhbAeiDl7V3cETfoHEYHdBGIAWCx7UNbVWjItTVnOFQk5tAt5ijVg3tyQw/91RHK9569RavvX7Ir7x0i3/22Vc5mVXftoa8Sz+ciLEKbRUuKpS1aKvRVlGWAzKlcVXD9ceusbU5IlM1oa0YTzYIWU7dBraHI7aPjohnC6oumUD38tTktyE/qr9BzjseSROQbqBqGxoL+JYsONRgusYgztW88hCJd4dO4LMQpnq2q9bJkySNdCFEWhfQphCyoYHB1pRbd+9SFAUtgm2MRiPmqzk+pkSJ/gTt856Dw9oco8T7d3d3l5PTYxaLGSEEVtWCl1/5CsPBOG22HPO64/HHrmNsQOcFn/vSV3n/Cz/A7b0zLl19lNfvvc2qaxmUE/6jv/hfYkZDXv76SxTDMc6LMZXAVULP986DEVC/91Ppuo7dSxuslvVDaQkPX2mkQwsGOH9fIIbmMuML3tB4h9WKYlziqobTrkGpSEfgcjEkth6jhUVbFkOsSaRIHxmNNiAGasQzaTAoUEqM1lQXiMoREt1BaTmUptOp+AslDZ3rOuq6pao6UJpFXXHv/iFnq4YQc4iKznfSGShZQIQYkkXoeWJEXQt+2As2lbrAqUmFuf9se++ZLMuSh46X2Jw+qM7IyK20IRuMaZYth6cLolFkWtO1qfMyOXWzYjLZoGobTPKEVkaLA6ZzSX0vJnNa99bqvROfpKVENFFn0ujYyOnsiCGOS5tj8kwJzGAMhBacyFZsUpwrJHUlCimIEAMxyKFggJPTM0Y5NEcnBOfxjcc5y/FZze17J5zMlzw4W/DN/TnHVeBkJQDyd6fgIA5hbZCq2obI5mBMVML4NVGxPdkhz3NslmMzRb45RGU5NhtA1ZJ7yDJDUWTJ9axv73VanDw8UqkLZujBi61F6BSdkpbbEdCZzNcmKb9Hw2H6VjqRIR8GCi+OVf1LGihFQDxvB8MctGK0tUHrOm598zeY7u5ClAD64+NjueFjR6ak7e+8W4ONQunPaLuW3UuP0XYNV69epSgM+wf32dzcWI+FbVdTrxbceOQ6k9GI2rWMhpHo4GwJi3nN9pVHWbz+ZWxu6YoRwY4p8pyVOsZkqSP0Id2YGu+8tMihzxI7f8+z2WxdmC+e/DEVT/GrIdEP1FqNv+bv9H83yCHQNg1Ke4bDIfVqgYueWdVCFylNpMhkwdqenDJQmtFgyHgwpHJKZCy+w7iITymSRewlF5rZ2QqTp6RVk9F1XvRrIVDXdZLCWDJtidqwf3BEXg4ZjgeYU0cbIGZmnZDQv1/J4FIJFI3rgy6EgAq9G6RYP4QsE9Z2b6UZ+6wzjfNuzUtZVQsGxYaIkV3g6PSMZd1QdZ6joyMm06mYcSmFLYT3MhiOma9EGBudw1hxMNBKr7sb6cTkd0EZXPQi1uwcrQeHXpuwuyC2tzma3c2RRN1osQGl7ajqpaSqImQ+pSEEvS4RXW+f4cFFTa4NzWJFtWhYLFZUTeDB0YqX37jP64dLTquW06BYxRyvDGYwIJ6eftv68S61VIpW5fggb9BmXoRuvqOtWobTDRanJ5wtV2ztTiFXUAr5yegCbTLm8yWDwYguWsbDOaZzzCsBr7xGCg8XM6hEXRujWDN2SpSqg1xRB8cgz6nqGi5ZVsuK7XwTX3tMadeLXx/FIFuhiFoLOKcNXsusGboc7xZkMZIHRZGPaOqW4mrB/skRD/YOGY832V8s2R5OuH79Me4f3GVr99I59hE8wzynXi0f2goZYzh48IBnP/jbuXnzLW7cuMHxySHOOUnkTH9vMBhwfHzM7bt3+PCHP8zueMqtW7fYO+248cijPPsDv53Pf+1rYglgxzzz4Uf41S98lu3ty+KwqMGbANGKGNOI1MCSYdHkRUEVBCQXV74C7xuyPKWjpmsVEOUxwROVISjZIuqArEeTpYFKoj4dIWqDKUp80zHWFm8MTjUsvKdFEbuGszow0GBCQId9wV5CZLvMubK9wcZ4xGY5oK1qlssl1q6YjsbSWS09WS5F3Q1KFl4kMzYVzdn8hAcHh+R5SW436JRhsTrAdSsoxxA0WYiC8ymDUxFlCzntoxNfmajxyGFhjcWHSJH8grLBAN21+DaIJARD5wNlntF1DXsHe9hcgOLxcMTZ7JjhcMy92/c4XszotGZRNyi9YDicolGcnc5TDNEx+aAUXVOek+cJn+oPUV0AHT4EXOgoh4VIeVykC0qEoEoIiHWX5DS1Y/PKkM3tEeNhAXEOIdI2C0Ji5YeehxU8mkgbpLunDcItC4FV19DNKg7Plty9P6du4Jt3Tnjz4JSD2YoKQ6c0K5sJFhU9NojO7LtScCJCboqJC6OU4vjwgMlkwnA4JMbIdHuHRVXxzr19nnvhGdHYKMmOuvvOHQiKq1ev0ty5z8bGBs3xCdamtXgPgoWHf+F1EF5y0fcKnBKdSd10FLnleDbn0mQkkaTarFeEQMJ2/Fr24BK47HXE6UbmWG3xeoMGyTb6vZ/4KN//3HP8j//b/877nngPw3LEJ7/262JMXeYYo5mdnjE0JUrF9cjSg4jEPqtJ0bQVg8GA69evszEZsTHdkojZ0FClB+y5554nK0bsf+Wr7N/fY7VaAYGrjz5GMRrxyU99hve+57fhQ8vv/4nfzRc+/6t87es7hFaBlzgQT5uMlKT9DjGic0tohWMaYyRLBC/db/DSqAnnrFtPRKs07wQfEmUAACAASURBVBMFtzCGGEP67wAFWud419F5zzTLUD5yebTB0eKIxjm2ywHXr1wht4Bv2JmMyY1hJ3V3wUu3gnfkmaJaLAm+Y3drU7Y9pRSZ4IWTvGpqTMzZ2tnBuWQFGyOD6SbDR64wyHKqpuN0teLoGy+Tj3NOlnPybCTcoXgupckSO7ZaNaAqCX0Lkobge15QcoJUWY73kbzIqWshxhlj5JqGQDEo1hiQMWLFsaorVssWgmK2mFFXHaFznJzMmYynDMqCxWJFVLBhDI3rqGoBwofDEU3TUVUNo9GI1apiOh0n0WVHiIouBBzQNo7JZETTtRgtmVOltTx6+RK5jWIV4muCd7SrVRrBSBpGmSwi4hYQu4B3jq51BKU5Op2zOJjx4LDj1bcPOa5b3jipOOnETli0jrLFKzILwYj74HeoIe8KNI6QInr1mjZvU0TrxXl3MBgAmtOTs7TCztebpTzPKfOCwmZpBpbM7vWG5FvafLk2D3NHpAhJIepCZLFYYBKg6GN42IgrIg9VutkefjfyncpBThsitYPZsmZrOuGP/sGf4MV/9XmyLOPqI5c53N+nSPahEtye4doOk+jd8DBf5aKpuDGG1WrFbCYuf5ub20ynm1grs75zMort7u7Sti2Hh4cURcHBwQFaa05PT6mqir37h9y7+4BPf/rTlMMBH/3oxyhHsr0aDse0zbmfysVr2Wed99ewDyj8f7vOF/VoF2UJPabheh0WcW2mvpifUSjF1c0trm1vsTvK2S5ztgc5G2XG7mjIQEOolkxLy9ZkyMZ0jDWarc0pm5MxdV1T5HbdBdZ1LaNN4jktFgvaVrakTdNQFAXT6SaXrz7C+z/4fl746PP8sX/rJ3n00ibt8pTom/WGygVhTrtOlM79e/M9A/qh6yH/2zTNWq93DrDLWHZRJkJIW8m0reo9i7XWbG1tCUNZaTHnSqN377a33gi1LbPZDO8CZTHgYP+QshxS1y115/A+2aGmnK7hcJzW27IF67lXRgneFqMXZvGF37s/fNZPQsL9VLqHg1ECcHeauoaqUxyvOg6XNTPnaHr72KTlKm22/sq0WasDfqvXu+xwFC5x1IusZDQsUUSysqBIa0mlDI0TZqY2A0IQy4jlomI6Gksn4WA4HDIYrNjY2MKdnmBCwDlB67W5EJ8RFUqLojcGwSp0WmWuViuJO0FxNptzZWMsBmAKWt8yjIWsEkneuj5gsmzNv9EqottI46GKmv2TI576wNP8x3/+z/Df/dX/ircenLLfVDy3s8G9wz1sJuDr4fGRjCkXtEXWWskEuvjQKuky8kHB/v4Dovd8/euv8OSTj/OZT/9Ltne3aNNG46WXvsQ7d+/jnOPGjRtMp1OysuCzn/0sv+MHfoDp5hZbG7t87jOf5mx5SNUc8+/+8T/Dh577Pl5//XV+9p/8Q8aTkuiES9Q/BMYk3keI6ChubsqqddifX1P/6DXTAiDSX3/9UIMs39eQ58W6yEDHfD5H5yUb5RB8zZViyOWNAdrXaBOYDEva5QmqyejqAms1e/dOKMshXdegCMyOK4bDIVrJmjbPen1XTtO2lHlOVdVCcIya0Ug6WpPlDKx0mqcLiVZ+9olHeewn/xDDP3WZr33jJv/L//Gz+MahdUbrBfcLSlTSRMGS5GASvkxvx+BixGYZ2hQibSAddl6M4lAGHTVNK8ZUk5GMxo9eusqqqXE4BoMBBstZXZOXgi+uVpWkVQRPVYkZu08jeFEUnM0WTCYTnPMc7B9j8nQt8oKyGCKeK9JJjYYTfFMTuoDWGfVyTlnkjEsxsw+to20atIq4rsNkQgIMybWTkJjlPlCvKprWQWtZHnv25pHbR46bpzWLqDj1YpifAcMihyjG+lKwIjqZg313Ck6UrCmrlBDkYmA0GLBYzPCDAcYYrFVkhcXFwGyxZDgZQ+vRiHShKIpEEhyTnZxdoJYrCptRewcxrindUV04hYJfx9CSGbrWUwPBtfjpUIyfo0YTMYnToxMpyirxv7FFhqMV35aoQQ/ofGRYaP7SX/hjTHe2+Cs/9V9w/3TJvLQEr/jFf/5LLGNHoy0DZLYeFAPauiFEoYD3jNA8z9nc3GT/8EDWz4hINETH1uaGXMPW8yM/8iO8+Gu/SlsLf8lay5NPPsnRSNbkDx484ODgAY8++qhErOYFr7z6NX7X7/6dvHnzLVb3Vnz2s5/i0ceexBrLT/7BP8zP/5N/jM7kAfHpBHNOcK6eudoTAlWU1jfEKNICpTCxLzygYoo1SfeOqJoVhRG5Qdd1EisTvDjDuYradygDo3KAjY5Q12JdECPNsqK0OdGLzWlwQcyomgrX1EwnE0A6GJvkA6vVSkbkXDhOR0dHDCcS65yX2ZrnZHVEK0epIbdDdNNifWS3yKA647c9cYXn/8J/gjeWn//kZ/i5T34WbaYCEUSxP5EM+4AKEWUVQStcdAzLguFwSNveRxkrtqldR578mwCCV2iV4VzL1uaYctlyf/+BXDcil3YucbR3xHueeJLlqpZgyOThVLe1UDoSKN/U3dq4bGVqsXfRGltYVs2SqFZsb4u5GVYIuHv3HlAMh6xqSS6d2AwdYTE/Iy+GLGczrAIdNV3nMMbKs5RwHBOhi456VVEtGqpVDfWA+/crXjtY8vXb9zntIlV0DG1O5gMDY1BBYa2h0BIkGPDJSvXb15B3VXCUUtg8o1ezeq+o6iWXLl0Sm8QL6u3RUFihdV2zMRmgo8W7gLGKUEm+8mg0wp4uGI1GcvF9h6/EZ6RXfPejGzFi0XTBo7Wi6xzYQljIJlBHRROgalrKLMdmPXPUg5a1X2Ytq9WKaFPUDLDSgXyg+Dc/8UP87C/9X3zxtd/g2A/pzITcKJ558im2d3b52Rd/hVYrioQv2SwjRDHd8mlk0dbQNB1N05FlBau6FkJa2/LGG69xeecy165d45vfeI3HH3+cj3zkIxwfH/PW228CsLe3x0ee/RB379zhzbfe4v7+A1544QW+8Y1vsL2xybPPPsvbt29xeLjPjce/h9OzIza3DpnN5lzZucGP/+iP80uf+kV864gmYLOM1nVMB0NW88Waf2M06yhfF87D7PoRAR4mTPaFU059yIxGeSdU9xjp6NBFRpaXdFaEmiqBnrlVWGPReIgeHRRtXVEMBkLoMwqn+2wjlcYb0RzGtWrZUVXis+PaGh+FuFYMcqyJYi86NrTGoZOGqlSWIipUFljFOYWrWJyu+AM/+GF+8l//EV69eZe/9jf+Fp0Wti9ZTkwPfg8PhGSc3jiPTa57InaVw1akSJrWe4zNUATGo5I46wR/Gg4YD6ZkWcbly5fQoWPVNmsHP+eMbB27jqaTtJMsN6yWNcPhmNOTGcoKHrk8O6EYim3o3oMDus5RDApwgdIa6vmc1iuKYsByeSp6VC3jW5HnhOAw0RCaVsiFKeG2cbWM3C6QO8vR3FO7jFd+4yYv3zzltos8qGq8Bq0VuZOiow0Jy4UsQNt1WKXQWmgn35WC0+eAa02SM+RYBavFMtlAlGvGbtM0dK4lz8W/w2jF7u4udV1jjGE8HjKvGnZ2dtja2mJZLSiKgsOjIxaVnGydT0S69LO1Uhgr3JDgwVtNGxVeZdw/nRNjZCcbM+46iuTCb4whMzHlVgvJzHcyyw8mU3ZGmvGo4O/9/b/NGytDSwlmDG0kzk758As/yD//zGdldMstOgTmyxXFQBTgJ0en6zlca4s2GTYr2BmOMaciYlXKsFjMub1a8oGnvof3vPcGr7zyMru7u4xGIz741NPsXNqlyAcopXjllVcoBwPe97738fLLL/PMU89wenDE/uERSht2L18iBMef+9N/jl/6xX/MzsaEz332F/nz/8F/xjfeeJ17d94iN4XY/qTPPmWXotK4Iib4LtF8rRApm27N3r74ilGSUXsb/BiBGGWlnXyRlVE0wXG2WjDd2SLPM6KKLJoVVsOwyLBJfzIYD1jVS1qv2Z5sCaaS0hFiEg31mEaWWaJ34nJnLBEoMsNwmNzltGY0LokWCqWJXUCiThROdRQmY6Is3tXsTDJaXxPP9nj+6gZ/96//FV6++Q7/9xde5Fe+9FXx01YaHxyhE4GwwrBcLuXQS2JBlbR/Xitc12HtAOc8Rkc0wkheVTVlWWLKjKapKCmIwO6lbZarGpUiWXARkCST0g5YrSp2drdo6o7pxpiq6dYERe8jnWtEo1XVBOfYnUzIgiMYRe0D1bxB+47j42PadovhwFLXopdqmobtjV3QhlVVCTWic/jGUZ21rGaew5nn5v19Xrp/xBvHp8RyQ9jeOpIbS6YFA4xaCLgmSEpHnpm0sIgPYajf+np34k0iznUMRyWDIiNLbmeiORFJgE0sTq3F6rMYlChjsCaj9/tVVlEMBxijKIoMrWE0GDIoSi7t7nL9sas8+shlrl7aZWM4pjQZpclQPqz9d/OyYNV2VFFRRZj7yIP5nFnXskoM1BAc3ne0viMimVRCQ88oihGT4QZuXvPq177O5sYOxXDCaLJB1nV84Noj/OGf+HF+/pc/ze1qhjeK2AZ8Kyvv5WzOYj7nseuPMpqMhReRiIVnZ2coZQTUK0YM8hJrNU1T8Qv/7OfJC8O161dxruONN17n1q1bfPpTn+HOnTt87rOf5fLlXQZDoehvbW3xxhtv8MR738OibojGMltUjIYl//Af/F3mZyu+9GtfZXdnh5/5mZ/mgx94KsXMJGVyJHkUn/vPKC0+QGIjeVEAec55+taIW1SQYDQfUNGnzMIUYtibPnWdfLUtVdOwWlWYoLFacLPVYolrWrpqxbQsGRU5s7MTVst58mMRbohNsgerVYqZiZKTHWXbZowmepekBjA/mxGWNTpEcB2ZCsRuBa2jPlvQrQRbLIqCQWaYWI+ePyBf7fP0lSl/+o/8fv72X/3L7E7GksWdsDiVjOWbpgEV6NoaH+RaipQgMXPpmdiSlLCcL1IiR8JkbEZIFGtxKLDCZlby3xdFttYibm1tyuHoRY9njJLClWfE6FPOWYPWiiwEtsqcnXFOGRzbZU43n7E4PULH5GOjLWUxpBwMGE8mlOMhWZ5TFIUc5h6aCg5PGr5x94zPv/I2r9455n7jWVrFIM/YzAZs6gFDjIzdKlCgyV0k8x6t/Lm7offfcU317rZUUdZsi8Uc584znntNhzUZTdPQVPV6O9M0zVp20G9jevKdaKBkSzUscyEs5RJCNihKJqMx08mI4aDAaCF/WW2wWiJ6vdK0IdCR5AuCe6WHXT7cXjF+cXuktUUrS1XVzI7PsKFgYMUIazE75pFLU6bjgv39PeY20I5zVlFO4DLP0VHjku0kRjOdjtcgrSiHPePxhLIcYLVhe3tbHnKrmE7HvPnm6zzxxA2uX7/O888/D8h24PLlyyiluHPnDtevX6csc4bDIVeuXOG1117j2rVrnJ7O2N7eThHCin/thz7Bs08/i2bAjccf5VOf+hQ/+IM/KL9rMTxPulSSptCPT/3vK9yU3m36N+exr+uNUkI/5aLKWt6T4WHtVowiJZEVM3Stp+t8OpQyrMkxJkNFTVc3TIYDDGJqVdhMuFc+CIvXu4ThfasrX7cGxfM8B23F/kIprNGE6Al4Wudpmg7voEs8GqVhMMwpTCRXHSUe29b82T/zp1guF2tKhdaa5bJaR/uem8TJNenJk/3GSTxuHFkKsxsMBmjDQ0ZX/WJBa9ZugcbKwSsES8VwOGA0GlGWpajkhyV5bsmKtNGKgdZJVzEelYyyDIunXS3JjRZnhnKwfh+C1ShsUbJKZEnXdQTvaaoa5xUHp3PeuHeP/bMlD45nzBZLisGI0lpyNFZpsqCwUZFhKbVlgKEwGqWQbhm+Y3fzrguOIumZ0BB7Fzg52Y0RJTZIvIQPYs7jO0fXVHRtRfANg9KifaRMZktt21K1DZktCJ2YP00mEykKGC5t7rI13mQ6mDAqcgYaplnOUGmsUTQ4mugR4bLBaU00+tzRLUgyg9hWIKeMawhtxXJ2zOUrO+guwzvwy5qpUTx2bYfv/+hH+Fdff5mzpsZFxwCDbTua0BKCo+06sVxdNMSQ0dQR34JWiiK3XHvsMt6JuK9LoPmwLPBdw+nxAb/wC/+Ul1/5GgDj8ZgPf+hDEB1tK7YWn/zkJ9mcTgmdo6lXzBdntG3Nj/3Yj8ppnY84Ojvg7/2jv8POlcvobMrXfuObPPPcs3zwgx9kdbqkPVsSg6ZNHkAqRKJy9AOWC7KjUlFDUOuAwNhvqNLN2heaHtswJkvFI6coMoIXAzKjNUEF6rSxIbpEmxe/3KIcihIfz+nZGSenp8mgPm3Hgid4l8bAsC5yfSGzGooywxpFnmXiQKfkoSqs/HufvJEZTWYVgzLD6IiJkcxoPB6HTxG1kUKBbSt2C8UHRvCLP/0/Mw6abl6nrtBT1S1EwQ8jNo2inuAN6JyYQ6M60Dn1bMFkMqXqHEWZoRHek7JKxLkpTjrPc/KywJo82Xlp8ixbd2LDZMlRlBlRB4pBTp5byjLn6iO7bG0OUaHBLU5TdzOkDIHN3LBTKDYnBfkgT11rxGgw0aKjSCW6psXXLUM7Zv94xq2DJV+4eZ+Xjo+5FRy6KNjJCgYOjBcwHcASmVrLJM/INVit17nvWsNoMkap75a0QZHWpsIxCMkgyXsvZD0fktu/9FT99sWoQFvVDMokskRdiKiQqng6nzGZTNZcmo3JFO89p0fHjMdjxuMxy8WM1eyM6ANt21DYnKCga2vRk6jz7PB+NScphoq4Dm1XKVFQ2LPL2Zw6wjw43nPjcR67fo1fevFFqlXk1v0HMJ6ijATDEyV50DnH5uYmH/jA0+zsXKJtpHM72N/n/e9/P1lmePDgPkpFBoOS2++8zXg8pm1bplubbG5ucnBwyOlswde+/hWefupZVqsVv/y5z6UbseSx69d46aWXeO4jL6S8qJzHHrvOiy9+kclkwutv3OSRR27w9s1v8E9/8Rf4Q3/wj/LmP/gav/HKq9x5/Q3+wL/x+/i5n/s5ssmQpnME1YtYPdH+ZmtLIQH2ayoNMSZVcmIhB5/+2BG1eN6pCBuDgvl8LuxtC6PRhLYTXZFVnhi6lAYpym7v2mRAHplORuv/bz0CJj5L1GLIb7RJh5x0jzrKIsEYYRMpSMxbh9PiJQOB6C1WaxFjao33lnpVEW0gK8TyIaKxNkt6pZaRgfr0Pj/zN/9bXv7GG/zUf/83xEImAaRa5fikE7NJza6UJs8t9WzGRFvyoMiKnO54TqaUpIYOcun80/PQbzMNoErZTHWuAzTamKSxNAQlGipr8nWnV5YlbVNhYmBnZwtDEIP60DHKFbYLbGxs8MjOBI0UxRgV58bmmrpe4ZqWEKBarTg9q3hr74CTLuCVRYXI0OayifIy1ZjkcZyjGViFwbMMHcEr2i5S2Ayd2bRM+m4ZcKVXjJ6ubdejkkmr0p4c1TQVTVvRVDXNqlqbKvXEpqZrZVVtLWVZykOW5+L4lzgjdS2xqNevX2f70i7b29uMx+O1GVPvtdsLJ/vRaa13Sd6u63aWc3yif8BUBNVFTJFz4z1P8if+nX+PJ64+zmp/yezgjO2Ny1h77nfTj4Lee1bLJV/+0kv8y099mpdf+Rq7O1t87GMfZTE74/bbN3nn1m1GgyGz+SlGKebzOVlm+dCHPsQbb7whqufgeeapp/nyl36dt998izLPWC7neO85Pjzk8uXLfOUrX6GqGq5du8brr7+5xsaefvoZXnjuE5ydybhy+/bX+as/9ZdYnp2iI9y4cYM//if/hIyxvpWBKWmEQupaNFJkNOqh/Pn1QXCBwiVjl3B8iIEQO6yOjIGdvMQouS5VU4MX28uIp8xyyiwnswXL+ZLVfEXbyBi1Nd3Ap2QA3ReOTnA3FZOWK0rUibGyXTNKM8gLcmNlfvYBoiwF6mZFcC1GKerViq5pKW1Gbi1FZuXatt15VK4WRbgmYg0UheHypRG6PeH5p6/zH/7ZP4lJPknRWAI2MZUTe91LB71aLvHOUZiMXBmqqqJPvDSmHwNhNBquxzJ1rlMmy03yn8mTrURBllu0UZRljrFKVN9ZRm4zcmPZ2thMMcwBbSKZ9kwKxcAGnn3/E2xvjbAZ6fM99wuP0YvNhPd0jePsaMnRSc3hssYbwzQfcGUwZacYURiDLhR5oSiMYlxkbE+GTC/gr8YqXCfPvdhufOeS8q4LzsUNRtu2D7EwTZ7hvbA/5/M5p2cn3L33Dvfu3uH45HBt/rysKw4OH7C3t8fZ8QmHD/ZZzRfUdb1m46ogoFedfHeCktFjYzJlWJQMxyMpAkF8dEhOfzEofCv4UtSKqOUB+63Yyj4GnAadaTZ2tlkox2de/ALTjW1u3rlPrQ1ZOaAoBgJ6qwubr8wyGg8oioyTkyNu3nyTl176dR48uM9yueTo6ISDgyOUUjxy9TLXHn2UQVHyxS++SNc1WGv4+Mc/zpNPPo5SkbzI1i1zvZJrsbu7y8bGBvfv3+fWrVtcvnyZy5cfIYTAdDrl1774Ei88/zHKYsSrr3ydN159jb/8F/8Cu5sb/M2/9T8x3tzAe4dvW4KJaCOUhpA6UA3rhIvzYgN90dZaY6J56M+LImdYlBRaY01gbAJXxkPaagXeMVvM8cn7dzwesqyXSeIRmZ2csjndYHt7W/x2mkqkALG3gZAvq7UE9BkhkVktZm9GacFEVCSGc5AyxohBcJ8YI8F5tI9E56mXK7pVTddUlIWMY3VTkWeSuaSVRNtkRhFjg4meUnfkseHZ73mEP/Fv/xGOHxwJqK0aondoH9FBunSvNLXryAY5W5e2ODw+wHUCwHcp8aCu6wsPkHRAIBwp710qTomt7juaekXX1Ml7SWGVwmgZ1Y2SRNLJcISKkfF4TPQBaxSDQjMeaKbTnK3Ncbq2/fMqn7k1goFGD0eHxzw4OuPt+yfUQVNmA7aLEVu2ZIhGBU/EoXWgsIFpmTEyCpPwv87LBnk8GMr1SUuT70TE+f/Q4QQ5iZJU/6KLe19FpXtLfyeyljQsFgsWiwWzk2NWiyXBnVs5Hh8fs7+/nxTk50zinnEco4TL9ykH4/FY/HETPb23sJQqfg4u9taiF1896Nm/n65peGR3h7brOF3M+f7f8TGuPf44jXfrItmbbvU/ezgcrh3htIaNzQlb2xvrDmg4HK/Vxnt7e+zt7bFcLmmaZq0CPjo+4DThGMbIDTwoSobDIQC3b9+WOb4o8N5zeLiPUpGyGLK3t8edO3coyiHf876n8U7x1hs3ee6555jP51RNzauv/YZ4K+d2fQ2/1VVfPTxZPXxzfGtHaOUktlpB9JSZwoZAqcGky/yt9P++K+zfd+8xo01ywON86XAxQLE/MXtg9qK0ol8CrP9e7Ed9+Xt9Qoh3jnK9jZGxXkYZlSj//tx6onNsTKZrrxuFY2Nc8EMf+yi5NuS5JcROTMPS3dZ7BUUFnXeUySOp7yQvvhdgrfy+uMTo33O/0OingR5yiBfY61qL4dtoOEy0BMmv7zspqwOZ1QxLsfkw68ys88/GOSfexVFRVQ3zZc286XBeUlcLrchiRMeAIgjnKnphf/eOBBflHReejxjjehP6be+p7/in3/qKUUDYdBF7G4au9euHr1ehGqWZjoZcvXKZzclYbvzB/8Pam8Valp33fb817OGMd6i6NXVVs7tJNskmW6TcVGzKIiVKsuw4ggXHCCA7T4ERw3EAxzLyYiQB8hogQPKUIIFjIDAcBApiSI4kA44gmKYpUZZFNdXm1M0mm9013Ft3PtOe1pCHb+19TrUoBRR4gEJV3773nnP2Wftb3/p//6GkdR3rtdgbVqs1i+trLi4uBtvDJ8dPOb+4Yl034iDXbs+DYpZkmO7NGY3HosFSyRhKMbRzvRN9n2ettUZnRtjRfvtaQXa4Ikbeev11Th4+ZL1Z8qv//NfJ92dkuaGu66GLq+uaqqqo6g1N1+KS969SirOzUy4vL9lsNrSto8hHSUPW4H1D29Us1wsxjJpNcTHw777+db7421/kuefuirFS1w3PIaxt6aLG45LF4ooYPYvFlXR44xKVRyrXcv/BS7xw/yNcnlzyH//1v8FPffZz3Lh9i1/9jV/jl/7e3xXae3QoI+ZTAXFazG0hx6ZeU9SfRHdMuobPWkkXWa83rFcrYufYyww3pyOm1rBXZIyMYVxMyEdjtDWp4/WsViu0ity9d4emrfCt6J96vGaY8MAzG4EA/hGrwPQLOcQhVsZ1jWw60eOaWmwXOonr1UqRG0td12TW0lQVuc1o6walRMJglEoj+IDNNN2mJXqRzijvKTWMg+O/+2//AevFKVFH2tjhiAStaKOnjR02F83Sc3dvUxYWl4zc+6A/FbfiWaMkjbaPpI4xDthOWZbDZElgA8FztJHjsE0TXROSzS/Czh+NC4rSEpTH2MCt2zeweSZmdrtFL0ZWV5d0TUu1qemc5uHTK86WDa71zG3BBE2uNXWzkXtDy1FqXBSURU5e5jRO7oVeu2WMSds9iS7wQ+xwhE8QBy+X3T89oW9/f858b8aLLzzP3v4cYwzz+TTZVRYEBavlhi5ElilCtk6WkI7I+eKK49OnLJZLqqpK2h3JRD66dYvDWzewZcbB/pzYtVhradqWoEhSf4mx7QO8nGvTsS9gC4uyilW1kkWtNXaSc3R0g1/5p/83aFipyO9/+xs00YvuRKcJhRbCU5+/3O8YIQRCFK9YZSRSYzY/YDqfD/ykEBzjSUkXOubzufBNMkPnWk5OTsiTWNHm2TBOda7jyZMnTKbC2s4Ly62jGzw9Pebs8opPvfZnmMwn7N+8TZbv88HnP8TZxTl/6z/72yzrDdFofu5nfxrfVGi9dT1USYohIj8rAHF8Fkj2sc+m1lKk0vi3yApylVFqzWFZMM5glGtuHxwyL8fg5Ci72KxZLpc433H76CazSYkOHZmWsXX0YeD0W4qy/gAAIABJREFUZEYcCY1Kmrcgtid9d9x3ATGZR/W8ol5iIYQzOY4QXIrjbaRQdjIsmE7mNE3HaDRJnV4cOhxrrRQsUjaZD2g0xhtGVvGpV17gc5/5scHISpWWZVPhUhEMnRhbHYxHdOuKum1pvRvuCdmrJe00ODc8b9/RDNId71kul7Jxe7EA7ddZlhm8a5mMR7iupd1smGYGXIVzNXkB5VhxeDTHWBE055MJPnRbU30URZbT1Q2Xyw3LquFq7VhuKkbaMtEao6CpN2gieeL6WCLjUQE6sm5r6q6TxM5kjaszC1pTjEcSIRz+6KniT1Vw+m4BtikFfUsKDAAwRKajMV0jcRXT2TgRnoR3c/vuHUxmMZmlGE9o2o6662iIVN5Ru46qbaiaWo5YaSw3m824WgrdO0bPZDRiWowY5ZIyuakr6nqTBH02ufqn4pht1ej915RSZEqjOo9uHNPxmNtHt7g538f6iHZbXsqzuz0oY1hVG6q2Ef6PjymjWbx+Z7M9OW4WBXmZMZqI1aVzDpNJSNrV9TWdc3ShG7g1VVUNILpRmr3ZjKaqWa8WXF9e8Y1vfEM6nesN14uK2d4hBzdu8vyDD3B69oSXPvQSv/T3/0t+8md+lqzI+dIXvsidmzckrC91MTEqjMnE3iF592y5ORFUGMbXu8dPrS3NpkG5yEjlFIltrFUgI0LV0tZNsmXdoELkYDon14pRpskzjUlteltXQuJU4o7o2iZxbWIi+0nn6tptzOzuUUQKijjtgRSf6PzWozfplXQm0oHT03O0tpydXuBdKqza0MdMA3R0+BDRXmO8xQR5b11T8Z//zb/JKGhyYvp68i4OXiZLRrG3N6MojaRgahnR++DIc5s6M0dRFBQ74YJ9NjckomwxQkc9bAqQ+D69X3f0cj2LktCsid2KvXnOrdszbhyNuXV7RqQly6RA9y6EWmtCJ/hT2zqazrHpAnUMTCYTJllGoSVTy+aGUVFQILYn06RWbzvPxrUsmmpYDyZ1zNoarq+vmcymPzwMR6sUw6G2Y+2+FYQE4HkZeRpjODg4oLdH6KdKBwcHxBh5+OQxp+eXnF5dsXEtVXDDNMDFyKquWDc1Z+fnXC0XXF9fU9cbJjPZoQ739hmPxxwd3SCE9JpCGIy/BZDb0QYlbCnGQNe1jAopfg5xtPvu997hzr17jMYTYus43NsfIm77SA4fHU3Xsr+/z2q1fuYM7hOlO6LR1rKuNnTesVgsODi4MUzSXOh45513ODo64v79+8Ok7+GThzRdy40bN6iSgrwoxTj86dMT8lx2+s1yRYyRvb19Ls5XLJdrHj16xGg+oQkNl4tr/vAbb2CzjB997TUePXrCR1/+SNqJ9EAXyLJicPYX0FUNo+Z+kfc3RZ/6SLo5RkUpx7q8RGnNcrXiaH8fnfLCDYrQOZmoWDsIRav1Ck0gtA2FEaKesIjTLu89pE1Ms+1ujNYDlqFjMqy32ZCPLbt3JM/kNWfapNcs60JpzdHR0YAL5XnJarkZiJrGGMlzHwvWqGOBIRuYwsFFjIv8N3//7/HB23cpYLAW9SEk9rFjsbygGE8wRn5PX8h95wYHwXpTSdRKKvQ9ZrNLTFXWPIPtDJu9TXo219GsrzicFTy4f8SDD9zkzr197j13gwcPbjOZFINVTC9H8p24I3Su5fLykpOn55ycXlDV7fYImtstITFGJkXJZDQW9z/nWFUVVSu5ZE6CHiTiJggR0eYZ61X1RygXf+qCo5QQrEKQRMSoBPXOrIwqlRfRXK4sRmkmkxHj2ZhiVFJkOfPxhFuHB6wuztBa8/Tymqu6olYBn2kcCu8j0Vjq4LluayoCq2oDosZnnIsVhkX4E9548I4YJP0gJIP2TJkhaL5fdEIe02RKE12UU3DUiVpe8N7X3+QX/8pfY7G84OTsKb1nrEZMwVSE+XQmfiXeS5dgDOgtE3Y6mpObEc/ff47N5gKbyU4QFFiTY7WQwc6ennJ4cMBz9+5xcXlOiHJk64IfsslvHB7x4MED7t69RwgyTbl39w7OBW4e7fHiC/d5753v0FQbHh6/y1snxxzevkETHV/48he5cfcut+6/xKau6JzgDjr4oSBkWaLnR5lyqGT7EBL3w3eB4MKgvTIZaOMxdGQGOh+42jRinRAqTGaYTKaM8oKxLsB5JlaywwiRzBg5klpNVGKFSZpMGSXdlZZ4JCHXBYdRkQwtpv3ioEVu7DOL2jnx6G2qGp04PjoCJqUnaM3yeiHj+axguVwzmUzoNX9t64QJ3Vrw0PkWpzwqzyUvynWU0fHJFz/AT776cWzyYdKFxWsIdcteZrHVBqK4GHgvKbFRi5EX6AEayIpcjuk7gGvrGsrxCBc6GR2qkLpSSUSJaLyTgpurlqN5zgceHHDrzh4Ht/a4dXeP5x8cMZ/mlOMJOh8N9rDC4wkYo7k8O2VxveH8Ys3l9YYuQq4V1mqqak0MTtjDOhBiQ6EcuE4M5VwUTprKAT3E1QQAk9M6Wet/0uMHxHD+6JGqp3qHkEAjvTWZLsuSIjOUecZkVODahnqzZm86o9CWMnEOII1mVRAiXzLr0lqzXC6ZTCYDZtSfe4fdY+dIB7Ir9pOYfhw+ZDUhRSmiUqKDcCWUFje5x48f87/+w3805JfblBb6fqR/1xM5hEDwDDvKcikiUjEhY/vzccvlMUYWwtnZU0ajgtu3j5jNZlTVmuvrS7LM8Nxzz2GMYbFYslqthuc7PT9juVxS1zXjIufm0SHOOY6Ojri6WhCd5/DwkKPDO7gmMJnPuF6tJczMCg6W5znr1UKwou8j1Nx9v/0YS9jCMnUclzmz6ZhRZmmqDSDvfzKZPLM+cisF2ShNdKK30UkDqRCZwa5ma4jq0VsC53AMVM+aioUQ0sRkJ3c+3cBD7FA6iutkyuYSftJnW/VH676b659/WJNhu3b6qJe/9gt/lZHNUZ3H1x0mSDE8mMwSuL19/eIN/D7zMyNukF0fIMCWwQ1C/ZDsr2dxEJ04UT13qChzJvMZd+/dk9F4FF+fHrbQWlJNJVsqkmUF9bqiaRzLxYbLqyXLTepGtMRha2uewcyGDjeKz3ef2d6/zoCkd6C2YYu9puqPe/yA0ob0SGNx3wnHoB93t23LYtNwenHO+eUZq/U111dnbNaXLBeXLJaXnD49od04usZRVRtZHEkI2Nsb2UwPrbzWmrPLC7KipBiVTCYTQggDor9arehtI0MIVJWYODVNwgSS1qNPZpBJTE5UmSjHvZz98zzn6M5tHj5+xH/01/8G0Ri03Y6TgYHguIvnxCidkrTrltV6wWQyohzlA/bw9OxsWAT9gvdeTKveeustlsulTKFw3Lh5SFVVTCYT3n33PcpyjHMhmTVFNnWDi4GiKKiqiqvzCy4vz8Fo9m4ccL1aAorqyvGxD32KxydP+ca3v4OOGW2Tdiklyv2rqyt53enG10kmoCKY0POWkkMABhsziqiYFoaRclTLS5Tv2B8XaO+TRWlSpBs12E2a5HRnlBYdnPCUxeA7bkfzPZjabyQg6an9n6hFi9QXjqH4BwG0+5urt0npVdY9T8w5J4pnY4neD8kFPkY678UmVm11fuht4Q3BQQxE55mXJSOTYVGYoKF1MkpuW6rlioODg2GQImF7DOuof309WNy/l5460BvE90RNefJIaDsyILQtZWHZO9zjxY98kKP7d5nt7w3ZXVrbxIXsp8mK4CKuaVkt1qyXgYePrlmuHd5bTJYTU4deFhmz8ZjJeMTenqjEOx+puhYXxDTP6myYDMdEEogppaLfJH5oBQd6jxKZx3ddR1VVrNdr1us1q9WK9Xo9MIpPTk5YLAR/WayWPDk55up6wfnlJQHETMmaZBe6HYcO8oTE5nSdLKDNZoOLshi6rpXitDMhE/f+HKPFDQ4kc1z8XEQMGJzHhy6J/6JEZwRPdJ6f//mf5979+/zWv/oCaEXrOrE6UAZr8+3OybM2nNJ1yTn83r17PP/887z99tsoowfi193bt9E7uhPZWRXjcZnUv6C0p67FivTtt9+WTmS9BuDw8JDFaonJLPfu3idTGZv1GqLn5Zdf5tGTx3z4Y6+wuF6xrjzdSrM4q3j73Xcgz4nOY5WlHOWMRoLf5EkqkN7IM4F5hCBH1bRwbdSUKmeWWTK3xvg1uqu5f/smmdbpaNQRfUNmxARtvV4So6dzDVprUT2n7vf9Y/ce7N31VXLJqqK/8cLOVNAqMc3Ci59uLw6WqZMefqYvNn0Ba5qG9Xo9CIv7Atd5lywXCpSV/xecTMtCUtNrq4gm8Hf+9n/KenUluehp3R7MhYO1aevBelPrbYBd/3r619HzzVyvE7P5YE7XaxSVtgMB1gRQrkOHjps39rh9tE8+yWE+QY9HhKApihEmK7A2H9JjvfcUueXy/IL1ouLqcsP1dYNSJdYW0t0hxEK8F0V814qGr5KOpkndmFIK13bMR7N0T9iUDZ9gD3imC/p+jz/FWHybU9R7ltR1zWazEY7KekO93nB1ccm7332X4ydPeXx8ytvffZfjk0sePz3nydk5y6aii9vEzUGKkKJX+91gAGydtIXOiactKtB2InSs65au89IJBE/nHHXdYpWlsAW+7gjOE4NDRYdRAaMdkQ6lxWMkBsfJyRParub88kKc55JX8zZpczvN2b1p+p3KuZaXX/5wGsuKyNPkMiU4Pj7Gdx0qbv1C+htBwD0RVTZNRVnmg31mP71arTaCNzSOR48eMZ1O6eqGW7duojV88803uXP7OX72Z/4Dnrv7Ej//l3+BcTbiC1/4Av/gv/6vMFrSUklm323XMRqPB3KmShyP6PxQhEJIY2sFNkZs2zCzkTsHU45mJTcPZigvx6SQgFFIMSUJ1DWZlh1UxYHc1//pQWqTupFdX2ut5bX0osGeR9IfGfpY2pCsQINiywUL4ZmCtus73XcdA6UhHdW0lqlp1dTDa+nH7qLqFhFk51te/cRH2ZuMhuP63mzK7Zs3UQrKiRiaRyXFxAXoU1hDiMPIuD9C9cWuv3+aphm6eCm4whbOlCYHSq25sT/hwYMjyokh1EtCvUlYisXoHKOtOO+FiMJxenzCdDxmcb3m+qpO+ir5jKN3eNclISxMy4LZqJTPxWQ0rcNmubx+Fwc8LsZI68UitWkatMmom2bIQP+hFJyQ+Asy4i6H44HWejDSruua5XJNVTVcXF2zWFZcX63pKs/yas3Z2QXXi0ucbxiXFtKCNelsH0nir8QdcC6wWm3wMVIlItWtW7cIMSZlqqhwIxq0GvAkrfXQxmdZRqYzVJDzubWJSq48aIlQMZllvamZHxxyvVpicyuZ5VpD1Mnu0n/f66KUEAQ/9rGP0bQVp6dPByC5Vz071+J9R55b2nojbvop5xJErBejGrKWrq4uWCwvWS6vefXVjw8teJZlTCYzzs4ucK4jyyyowI+99hpf+uJvU21a3nv0mNZtOD17zJ/95Kd47zvfYTQqmOSGUZHRdJIm2rhui4GFSNc1ZFaLOjyE5JsDRnn28gzbbTiajri9NyVXgYNE6ARJgdRaMxqXxNCCcuhc0XYVLrgdDdEWB4RkZ5CmRf1rUZGBg7KLzYBMSvPM4jsHIZLb7YSntz9p21YEoSEQUkH3yRLVpb9NipTr7R4CiEe22ZJaez2UazvZ7VWgKA2XTx/z+T/3aax3GCJTmzHPc5r1BmvF6S+mQgJpY4kB+q49HfH7jrcsxcytZ5U3TSMg7w5mqlHkUaFcy92jAwoTRJAcRPndNYmhHwMqs4QUub1Zr4g+cHF6zXrRsllXZOUo2eSWjMtSLGGNFCgTZDCklKLtPN4zDEiUUok4ChFF03YED4UtRBUQn5U+fb/HD+5pHAM6K3A+DJV4AJlyS25yclsSY0fVtFxdLbhxuM+t27e5d/cu1lrefPt7XG02rNqGMstwqeV0MYgivT+uKDDWYDJRJN+7fWMA/0CmE3lirApBbStpkIXjk1OdFAXRrfRvOWEEQUzBtVJUbUPXeslsMhaCfO8uQQvicCNsC468/hs3bvDe9x6z2VS0rtnp0jw6bSnWWtbrtZCldq4rQJ6VNE0ngfIqkmWW9957l/39fTkyhi221XUd+ajk8MY+0+mEyyuhJ3gf+amf+hwmD1TXC/7tl3+Hb/whPHlyyu3bdyUj3Yq3Sg8E91R6omSAKRRRbYurCpEsi8znU/YmJbFrMajkEWOJjoFIt14uuH90MFzrwbM6EQeVigPLWPXHp54zs3NdhaCYOki2a6K3NHm/3EGlLikSdzqcLcdIp1F5ltshRQOtMCGA97jQYFP3pJAYHWusBOZZS9d5QvDUm45bN2/w4O4dcqNpm5YiN+TWYDpDFzxVspbNsoyuaYdhB1Ewqeji0PXEIA6K/XF9IDnSm3pJsc1QRO/Zn09FpOrHW+uP1OXptOky/KwTwFwpNss1bdvR+oCxGTo4sQhN3e3Q8ex03TFhW0Ft8ds+dbVP6yA1G74//v7JEM4Pak+Rug7vGY3F9Ho2mw2EMe8jbRA3tCIbMZ6PQCs+9vJH+OQrH4Gugxj53I9/hj/7zW/xv/2T/xODo/aatutYd/LmdOJlhBBwXuQN0+lUzt7kmFJA2bNFkz4g+QN+mDAFIkF1+CiJoESFwuK8EZq/Unhl8DojaPHRvV6suVrV6CzHZAWhJcVxBLJcVMDW7u7U/fnc8Zf+ws/xxhtf5fTkgg984EWuFue4FNGBsoPboPfdM0eHZ7GgNOK1GpsZXOe4cfM2x8dPuHfvHvP5nOVincysIvt7c778u7/L+fkl9+4ecbR/k/Foyqde+wS/9a/+BY++9w4lwrYdj6dkURGcogot2mSoKOkWWTItz3IhrUUViUracq0gA6xvmBcKXy/wpmA+lmMe2mKyEpdY4aPJWOwPYiDTe1tnQKswKgckEyr6LWbU4xq7YK+1dsBzlJZrnBUFru1wyeK2vxnH0wmtk5ukv+F6wlsIIcWoOGyeP3Mc1sbIhhQlWUN+nwOtUUr0blFLZnyeldSN+PycHj/iZz734/zjX/l1rNLMRiWlNdjRiMpFdClR0Cdnp+goaZY9OC1xw4hMSKnEk1HD6+kxKqPFTrXyDqs1eOkGx7lmnBuBBfByHWOgCwEfAjYvB9vXtq6EMPq04fpyw+K6oa4c3srz46M4cBqVLETUIEXBFjg8nVKEILQIbbRYUCCUCIzGw8DyF3lRbxryQyg4MQqeUuYjlI7szfYwJp3JDeJbYsWx7+BgnzJTZLS8+vFP0K2v2Z9I1Ea9WfPBB3f52Z/483zhy69zfLUkKo01mm4npSF4Us6zoq5a8v09vBfatg/CL7BFMYxNgxKQWUScHr9jVdH5QAiasGkFF1IRHyKtD2xaz8bBpuvSEVFAQ8jxzg8jb7kphCvSX4/RaEyelfzWb/0WWWa4efOQ2WzC1eKcyWTCxdWlgKqJGFjXNVkmZutRma3ozXtiNOzt7dG2LXt7M87PL3n48B3G4zlNapnHoyn7s4KzszNG0wkHBwfcPDzivXffYnr3AbfuHPHrv/Gr/OTnP82Nn/4M7nTB63/4FfL5Df7lv/hNxuMxylgeHz/hwf37tI2Af3t7e5xdnIIK4rdlPEZZNMLTKHDMy4zSKEwM1NVGxqaY1H53NE6M1MZFyc1xSZEbYhSxoNhOSOFWdptp/v6J0i642uM2ZS7Tp65pUUZR2HyY4lhrqaoq8ZwyfOq4hVpRJBwK8iINJ1KHlOXFgO8YY4QVXxZpnO6Jcvdg0NisFH1bZvEx+elomM5KLo4XTKdHdK4lEBjPpiw2FRfXV3Ktg0ANkZ760UMFLhm1R9AMXXuW51hj6BphK+sINrMDgJ/nOQd7c3zXopMBvksi6PFI5EPKGHCiM+vqhnrdsF7VnD69xNhMpDkx4nzyp+5V+dZSt7LOq/WaLooo1cXAqCzRNhNPJcCpSOMEO5N1oAhDJtwfT/z7gZM3dZ4l1zWRMFgr7vzTyYS2rbFZwSgrWG02ZHnJq6/+CMv1glujkXAvksK7yODlD7/Il//tW2R5wOkKVTdob8EwdE0KCWMnxkT7HzEeTVktL7HKooJoRJSXaBivjHgoE9FB7Bhkxw50MRCS/agxCh0tBkc5maN9y2a14M69F7HffpO9fMzFpkmOhmKubTK99SDRGq3tENFr8ozOezZ1xcXVOWVZsmlqcluKnCHPqdpuMCmT87DYLPTJFDFGmqbhxo0DmqZCKWmX63qF9x33798nL+Qjmx/s8/DhQ/b29/ja1/4dD+7f4Q/e+B2+8rUv86GXPsD//r/8Q0JdkUXHj33yR3n7zW/x6U+9wt3n7nFycsrf/dt/i9df/0OenBzz1ltv8fT4McVoJHT85JYY8RCgyHOO5jNmhWc+zsgUQBAtUZCFigFl5Aa2QYqU1hodhWncE/okr9wJizsK9V9p4UIJeC4m5X0hBnBdK7YOuR0mVcoauW6JfKoHb5jtsUyjJJ2gvwGUTFbzrM8Ti5iURYWCum4oS0WWZ8QocoMQI65tGY1G1G2D0pJKWhQ5n//xT/Orv/n7FMZQbxbMDyZcLzeS1Nk1KJUsNIjYPMe1biiyuckFC4kR33ryVBxjCGhjGE8mLJZXsrlFKcY2itvi1dWKg71SWP8aYuy2nZm2suZjx2p5juvg6dMz6g0YMrqud9ZX0tlE4b3p6NAEMCVeaSrXCvEwOIpsJBE52tIim3TrlQh6Ef/IiMFag+/+ZNT4BztSwQCklaWYKpWlSPLbth7wlXXbMSpLadnrivlsQrO8QhVyni4yqZyTIkclqrYKIoHXujfATOSloKi7muXymgd3jwAG2rjO7ECw69W4UqjSTqkCPS6eZRmYSPAarTNU9LSuIdOGq+sVeSx57tYdvvnmt9A+0lQ1BjEU6hf+1kWwP1vD+bl43mRZJhfU2mG60R+ZekBUa41JmEL/NaVSPIuWpEUQUtW7776LMRk3bxyxWKyYTGY8evSIO3ci3/3O93jttdd4550Lrq4v+Imf+Cxf/MJvcvfOBzi/kDC9jffk4wmmLPjtb76JCpGLt97ia995m7pu+L0//CoxRm7evMnLH3uZp0+f8vTJMSpGrDE0wVNGTWEyiuiJdUWMUO5PiF2L0hIkNx2NeXy5oEWzrBpu3T6kVIG7+xOsE08XVCL5oaXIJlxtl/DWry35zNkp6qkYJ5eC3c+DIAW5ixG0WGf01hRK2eFIlRs7GIbn4+1RbDQa0yUHSpVZzA6DOYQg+IT3FKOSru3EeLwTq1LXOv7yz/0Mv/wr/y+3jl6iuj5l79YhtGIZkec9e7ciEp9xKajrmtFoxKZpUTqS6S1ArhCul+s9nJX4AdE5RmXJ9fU1F+c5KnjMSFGaDJ1oG8ZoiY6JDoPHOE/XSZb89XJFUJZoLKiICx1Bw6auk6UhdD4CTsIJWgGdc23IioK2C8TYobIsdWwJawp9ZLTgT93/j0HFn6rg1HUt7aISi4DdNlhbQ2kEtY46cnpyAiEyGhd01Vr4JokX8zu//SXWmwWoLVgGiQgY07hyxx/Ve49WBYvFQo5QqVMR2ohMnHrtU//o23I5KgRUjNKK6og1EW0zct1QO1GV+05ypWyZ7fjdCf/omd/JlqnauxlGJ0zjwR+kZzzv3Dw+BAojeJCyZrimWZZxeXnJzZs3qaqG27fv8s477+JLzWQyI7Pi63J1dcHLH/kQDx+9y8HhHgCvv/46P/m5n6VuKv6ff/Z/sZxucJ2Anjaf0caWPLPocsR6vSKg2J/Pubg443p5zeUbF9y9ezcZ44PWBdaU5ETGxrBvNbMsMC4MbRsobUHnPV0MNFTSXgeItmA2GnOYeZSrpEAnZ0FJkAgJKHbDzfT+6ykPtfNvhuwsrTVt8tUhsbt7RrHVdmtpa8yAh+WmLzxgCjGIs1GOyHVdY8uR4BNp7WwpDo68zMS61Dl6XMJYRa+0vzk9oIiRzdWCvfFEssJL+UykE7kUV7zEx9lsNoN31KapB5CYuOUJyb2khymtcJpCMiuXKezjRydcX+Rsqj2K3BJCy50HIn8RBLojdjVGaZaXVywWCza1o3HQqChdSvA0PmCs2J+WRQHGsthUND7Qdp7JeMz+dErjA1khspRlI7HL2oq8ISZWY24zqqZNXdoPSUsVY6RpHc57OhcG/+GotnG3vYeH7wT8ur6+5uHDh4kvI6Sgruu4Xi4HKrbrRHsS2fIl3v+8nXdUVfVH6OvCKO53vx0avtoi5tL5SIch5lHxGUr8bDYj+I5xUbKfCFyk3U7Rkx3DM0Cv9z5xNMyA6r/fTGmXhr/L3/HI6+s7nC2QKb//7OwM7yMH+4e0bctzzz3H6ekpd+7cZr1esVotuHnzkKapeOed73D//vNcXS0gKh48/yJt7SmyMaNizHKxoMwLJqUo0b3oT+i8ZMD7INyl46cnYAzFaDJ0iCpIDHBhJfyOPhiu84Amzww206w2a67XG0yWo1E065XQHJAbcyATyqfxzOf6fR8qolKGVYhbRnGP6+iEbfRfH36P335GINO1XgLRF6eBwey7ZHPhEmFQxuW7oPJAekxdq7yXgE/dx6ic8sqHPsThfI/96R570wmuqVmvhAzbb0S9mVxZ5imdodl2uEjQX0/w6zfvrutSqmia8gWPCn2XZKjrhsXlhuurFXXjqZpmK5VwrRBeh/G+dG9dFBsVH4XfFhUpN02jtEzYXLIXi7r361HDvdt0giM+Ix8hAagkCkNU2yPs93n8wFqq3o7harlgU1c8PT3n7PySi6tLLi8vubq64uzsjIurS54+fcrDx8d8952H/M6/+Qrn10sePz3nW999j9/8rS/x+te/yZOzCxrnqV3AoWnjVhs1/K22E4zVaiUs0bob8CObiWN8jAEXJZ7EOdE49YtSCWpHxCfQN2K1UPA362sO9uZoFZnP52jb2z1tndt65XH/uoqi4OjoRkqY2DKqzNrRAAAgAElEQVR0ezatc24oTINyNxWetm2Zz+fPGIH1+rGXXnqJEOD06Rk3b94CNG+88Qa/+Iu/SIiOj73yETbVEucbDg72KYqcb3zja3zlK1/h7be/y2uf/hxGzwleC0ahFME1YgYVhUSmo2GzrPFOJgpKG5yXItv6gEOkDuPMMLKQ4xkXMnaPShNiWmPeUTcNTYisE1Gyq1Yczmc7BeZZVrEyPcvabGNM4rNF6P2ff/+zPT1hGCFHsKkDViQOSGLAxySGlZsgpCRWcQzo2poiy2XT2SEc9s/ZFwlgcGcsy5KmrXC+RVtFCJ7V6Tk/+e+9RnNxheo61tcLjp88YbPZJLnPhrYNQnVIETlt69jbE8eE3mVBR1KQXIc1chTrp3AZmkwpxqWlLFOAYdQ0neLR43MePznn7GqBsmO0LaEspeNvPJvrhmrZULeeTdvhEGZ05eW/m65FacN0vk/VOdZt/3Uv/KBiDMrgoqJ1nk3dSMORpsD9Z1KW42fG6X/S4wcEjSOdC9C0NK3s7j21UAXBX4yw3FHKoAys1i2/8hv/nI994AFZLt1AQPO9h4945/FTWjOmVlEWshFiEWl8qJQavDUWiwVV2zDOhUMxnU65Wl5RFLl0BniUEk+RrusIPhPhXPasTaUxhuiFcBdjpAsdWWZ4eHzM3gsfxecTYoA7d+7w3skxXaLL94WnLMskm4Crqyt8u4QEVNo08egLTH/x++NUX1g659g/OGC5XA6cFOccDx484M033yTGyP7ePicnJ7zyyiu8/vrr/JP/4x/zS7/0X/DGG1/lE594hW9961vUdY3SEd+1tJ0kPi4ul/z5z36et777VT79Y5/k13/jn7K6WjDRitIUdJsGkxWS3a5k7O/jtgOJKGIIjFRgYjOmGUwKQ56MzOXDltRObQKLJnBeiURgbC1lCBxOp4BISvJhlydxowJRJ65P6la+HyFwl+fUf71/jbvfG2NMQH7SJyEYnvwOJ/o8r6GuyHLpwDrv2SxXFOMxrpEwAJXlkGuKzNK20l0Eokymkn7OmhwfnWSJE1Gh4XOf+ST/6F//S0b2iCdXKy4uVlS+5w8FjBIwtSgKOifva1W1jEYyEcuzgsbLsKVEozJL55PJWN0ymU2p1tdMZ2PwDdP5SES0SuGVYjQpsLnl4PAGRmewaQhth46aet2x2QQuVxVOF7TW0vhI4wM+yFTX5AWruqENii4qbC5yhyKzKKOpO0k9LUYlRkVWdYPSUhBbFzEp5LBpHZ3vO8gf1lgc8FpwFiKoxLw1snKHtlBFTYyODgfKUbvA9Ve/SWZyWXwKtLWY8QzXiWBuGBtGPyyYfkGF6Kga2aX3JnuSRR6FDo4KjMqc2DTkiewX07EBhCUc07EvhIhvXAons4KuK2mvcwu5segoE4noY+JKRHm/6KQq1pydneKcZ1yUYBRdCPK+Ewekruvh5siNHcaxSilZ9Il4NpvPhZ1dVfKcOy2/gNFyPO0X5//wP/73g+Th5Q9/hFde+Sj/+l//Nt53GOt5+7tfZ2+2T/CW//Cv/QJ/+LXXOb04ZzYZUeYF12dXTEZTsr4gJnBePr/+esukZGI189wws4pSR6zpb/JUHIBoLJfe8fhyw97enNv7U57LLTQteqwhcZhGo1GafEUiW1JnBFR8tojsHmUkXE2kL88AyDsj9f46G69w/UZlI9rmeN+TUoV82bQVOuRoa9AqQ4WAzUTgGIMnRuHsTKZzOWrErVkb6TO0WDpUwlg0s3HBrXvPcXq14vHZgk0Hy4uldERNM2xAee7IsnZQYxe1F38mv2Q+mXK93pBlOU3VoHJLXpRMRyNoKw7nM8Y5tLWn9Q6NofWOEAOXq2s+/fFXxcI3BDCKpqqpVjXHjy85v6poY866jdTaULUtXRdxRKIyNF2UsEAX6RDTdqPFIG6xXpFnBVXTboWzwTGZzjFZQes2CQRvadoGF2SQgvohFRxQUhn7POkonsBeCcorimOFjomzYkBHDcaidI7HkE2mGBVlxGg0odskbx05q2r0EMPWM3t7i4DJZIL3nsuLK6b7E8F/6ibxgHZxgm1rHkIgOpemG4qo+qKkpAD5gEEMqM6fnqDKA7xz+K4Tej88Y0S1XMo5NtNmS8VXciP2bXCP6/Q3UpYldrHWKRpXDxnrVVVRJkHnkydP6AtlURTM5/t473nhhedxzvHw0fdYr68Bzbfffovj42NeffUTfOlLX2Iyynnhxed4+Pgtvv71KxZX7/HWt77BrXIPpRXRQ9AKpwM+1Kg0XVDsHF2QzzM3ipLASElQXK7jQAdQSombv9bUXvHock1nR5L06Dru3NxjHMUv548ciVAYHQfi23ZVSbey247HuPvvOPBUtkfcLcNdfkkgy3IZ6yPiSKE0CDDaA8r978qsZFlZm4nkIIJrW7DbSVXvDiBM7C4ljDq0yYU/E3O62PHc8x/k337lqzy6PKfLJ3gfqddijevbDq09pVfkXhE2kjw7mZYE5zEabDaiaSu6eokuMorxCK8ieZZxazYhV4HYLYl0VHXFxfmCUTFmVFo++NIDJrMJNglm46YhtA2+aVmvGhqnaMloIlxXDU0nmi6bFxhr6RD+mY/iWS1Keely8rLAdR6Ti04KrQaD/yZhRiEV/l5oq+0PMXmzV/+8n9bfP4JCuBkmna0Q0fGuz4lSkBnFqMwHUyuGLmLrYfP+h0oG6CHIuTrTRryBfRhkAyG4BCYK8OXSv2G7+Hdb8ZjA437nbpoGH7rhe0yacAzvvwenlRrwgf4a9O+vxxl2f+b9R6phOpFeT9u2w410dHQ0uCm2rWOzqfmRH/kUb337TWaz2YARGWM4Pz/nyaNHzKdTuralyHJeev55pmXBzf0DTNIOhTbgurAFuINYPcg1C0nRFQkxolUkU4rCWDKtyZQEocV+nN0XcTybpuFq3YKV0DsdWkm5tIrou4Sr2C2JTz3L0dgFzPtrtIv3vP+67x6/djeU/nr1LF0dRRDaSyp6wtz7f7Y3jyctQe892c5n3uNwW/avHr43hXvhOvjAh16S9FefmMRaOCpt8GRJwe0CbOqWVS0T0U3d0HjPpu44vVywrh3rtmXTtFRtlz6nDte2hODJioI8K8XIzEqYXZYZFouF2NEaGW3jOnSIXF0uWNcNjYdV01GHwLLu8Eall578uaPAGS4Ve2MMk3IklqJtK1KNNKwZrnnSgvWT4uF+Iskd/rhhAH+KsfiwWAhCOe/BIyJB9Y42AtJahBbtVERngcOJlRs6wqgoOVu0OBWptaILUVrimIDU4FPP7UFJC3lyds5rn3gFOs/ebMrp1QX7szmGZCdpMpEiuDhcgBAVhowYJYGcmE6YMVIUI3AdXRYYTXM250tc8pONnXB2gmKwt+yL3lC0xLOUGAJFkQsTNkLXtIQoLEwNROfJ0hRA7+zO7x+X+9BwfPKQT3/6z+Kd5uqy4mD/Br/75d8XBnJVk+mMozsHPH16xrgsOX96IV3hxuGWNX/wB9/kgx98kXfe+i5XV1cU45KohGQnUgIjiyVEdICQsICoAiYGigjjXDMfjRgZz8gqbCajaWOENh9CByHjnadLzpvIfH/C3LTcm5XYWEOQPjUq4b+UpTjOEWX6pEA6zgD9EW0L7CeeU7K9FD6MHP1i7HVrMtHsH72NiVXCDo5Eok9+yzoTFz8lRzOlFDoqXNeJ5YjzKBOJSoL2SOpnW+RppO8wJsMHYaYbbYRaocXvl5hz+/nnuf+RF/n28pKNB6sjXQSUDEGskgz11nlMltP5lrqTcMKoYBzAdc2w8cz2HE1u0WPL3I5pu5ZRqaHpeHDrAeGmo/OOxtfMpzNym5OPCmjWVJsll2fnPDm95LyKnFWehVesfaTOLNYk7o6V0XvbOSrfYY1mMi2YjMaEEOhaoRIIzcRjc+E4WWXERypE2pSQ2ngnvt4odIjft2EYPqs/XblJBkHxWS2QjtszNsgmYHND19Ts783Zn4+5deOQg4M9yXcqC3KtyYLYXMbgBtlAP+aWUbGcr41RjPKMciQ+MYeHh2RZxu3btwfZQNu6dPOm6Xc/vouC5/RSB/G5kdEfIVLVLbGwXKyXTOcz1uslxmy7mF1bheEqpPFgURTD8xdFMZz5+xtp9/H+7qf/vqZpmM/nTMYzvvCFL/L06THgeed738YYy9/8T/4O+3tHKGU5Ob7k6OZtyfRKthbluORHfvRHWFcr3vz2W3zrrW9y4+hIrgV9V7LTVahAUIGoAmhBVkwMjI3iYJRT4hgXhVjKdtCFwMa1NCrgs4ylgneqNTZX7GeKO5M5z+3dYBYtWQiYaJI16VaA+MzI+n2dzO5Ievd6f79HP6p9/wh7dxfu/7tra7Ef8Z2s22FULAW/973RhGHtGSWG48OO7jxFApx1BIInJNpHjBFbWD7/+c8TUmroaDTCaoNFMc4KfFOD68gUxK6jaxq6umGz2bDZbDhfXLFYb9g0LYt1zaOTM947P+fh+YLvPj7l4ZMzLi8vOTza58ELd5lMRzjXYjLN3rRgpByuWbJulngduLrecHJacXLVcrZ2XGxaLlZrllVN0zqwGeu25WqxYrFaUdiMyWTCeDzGBc9iU1F3grUGLaEAXdfJhpklegFCVanrejju9tf2T3r84AZc0W9bcFEpCBAoWbDPFJ2QXsB0OiX4jlFZMC4zZtMRk3HBwXzGNDPkMTBCkUWSJ22Xpkjih2KArm4YlTknT4+JUcabVml85yiyfGtsVRYs1xtal1wJfRiOVb12pv83MHiOxDznO48f8/jiFGs1+/MZxVja8N5DpXf7271hemvK9XpNVuTix7NjS7BbdHZvsN7NsJ9otW3Lu+8+HMbox8fH+FBRN2teeOEF/uf/6R/xC3/1F3nt03+evflNvIePf/zjTKcTPvvZn6DrKn7t1/4Zs8M52TinCY5FtaZxHSEqQlT0CQWDA51Csoui2HAWKMbAnlXMMyhjcuszGYXOMRGaqHkS4A+Oz1iFDBtqnhsZPnh0A9YNyokPsVd9x/usvcR2HcWBb6PVFjTePZb2f/9RLo88+oLf//73g8pG6eHnQwgE5wbbUWEkJ1O2sA1tVDFsj9XpyB96e42dUMXeXqQX4x4e7hOCI9NynTNtxOrBaOblmHlZMi9LiV7pYScl5vvVcNQKrF3Homo4Xqz5ztMz3n50zMnFgtu3b/OhF+9RloHD/QkH+3toDPOZpKs2mzXdqiZsPPXCcbWKHC8cp3Vg46EjGXopRdt2bKqWxjnyYsRoNEFrS1W3rDf1YEZW+442ejrE2H08mcipLXha14l5uncD302SQv/kkvKDFZwE4m4XaxzsH0E6noAiKgtKNB0hOb77tqHILYU1TEcZ+7OCg9mID91/jhvjEROjKZXoi6xCZPVRik2mDZmCq4tLrLWMRoXEZDjPqMyHYuBjoHNOnPyNmIEP8aP9QtmZggirOaQoYcu3vveY0WwOVrGqNrSufaZYwDZpsBcOZlkmeVSpsIzHY8qyTIQqkTD0EbS7N01vWdAf0bIs4+bNQ7z3TKdTjNU8evwut24f8PjxIz7zmc/wzW98m6/8/ht85s99jmrjub5Ysre3zy//8i/z6quvMplN2dRrGt9SjIvkpJ8U0lqOG8PIMgotD8BGReZhT2uOioKJC+wVGuVbdOgw3pE7T0HGZRt4/fyad2qHcYaXbx7y/KTANA2ZSRiGAW/1ltqwc6P2XcHASxqmYzuFIhWbge6vdrPPt7ybXUJg/5n03y/pk4rgEjUBcatr2gprLUWRJa+cDh8cXdvINCsEuqZFqwjBEb0fooj7118kg7QYPT56lpsFtrD8hZ/9GWyU51TAc/fuMSlK9qcTyjxHE5lkGdNRKbHDaf1ordFZRjQWHw1BG5oAVdBcbzrmh0d85OUPY2jIbMvJ8XssL8+YmBybZ7QKCp3jLjrWJxseP17z8LLhtFFUQVEHRdCGohANX+dcslrWuISJlmVJ1TY0rqPzciSMaDZthzYZWV6mgEMBtYeOUglQPJwWzA+z4KAwEYwS8McEBlNsYGAmWpWsFb2cw/sM5Nu3j/jQB1/k5//Sz/FXfv7f5y/9hZ9iUmgmuWZvVJBnJo3lFLlVlNYwzTIsgpOMU+7VcrHAtTXOtxweHlIUGdZqstwM7d77W+5+UffTCtebawHjyZSrzYb9W4cobdHKsEwezT3Y2LeO/Q2hlBo0U7uRIMtk09A72u0WrD6E5Vl2cfKHDYGiGKWurEHrgDaBk5NHHJ+8y3J1TlFk/MW/+Bd59PAJn3z10zx5ckpTd3zmMz/OCx/8EFeLBcoq8lFGMSplPJnwkH4SJCPLrf+JRZGHQBEDh2XJRGmmVpMbTdAeowJjLzEptc34ztWKyzpSVZHbo5J7k5Lb8wIfKkxuiBYiiSYQk3msUoOkZbewvB88f2bq1DtADv5FejhK7T6G43sIA7jbNS1VVeF8hzZq4IpJ5Iunqtc0mwrnZGIUuhZDJLQtyruklepwbTcw0oXzJJjeZrNhuRT+lR0VBOT///RPfZ7cWqr1ZmAZV23Dcr0myyy5lUDE2E+80nRs6AqC4GyyTgKbzYbRaMR8NkH5ljKDurpmvTojs4EP3D1A+4pxYanOljw9XvLGNx7xB4/P+IPjM+osp4mkAluIhMK5ZLMiXxtPSqzNWVcN1abBBzHx6k8xWZ5LbE1mB6X7pqpxSTry/s8zlYk/9vGDmagrKWBWpx0nBuHfCF1MWmBEX9VWItyLrUMTOdif8+rHP8aP/dhr7M2mZEbzwgvP86N/5kdomwrXNZDkB029Ae+wWqZZmbWUuWiomqZhOp1y48YN5Ezuh5G4kK22WeTDZKzHX4bC47eZR8bgfWS53pDnJTHJLQJR3t7OgjbGDA6Huzuq3cFlfKKF7+IKu9+vlKQqbrssoRLEGMUPuqux1jIej4duoKo3XC8uaNo133v3bW7cuMHx8TE3Dm+SZRkXFxc8efKEj370o0nt7QebhtF0grIGlxaRXIB0k0eJ0C2t5nA6JTeaSSFYhcksOsW6GK2xRckieI4Xl/iq4cZozK2DKaVVdG2N0WqYZMUYMf1T4UE9i508sziHtfXsUXU4ssqsazgKPlOslMhU+uv0/mPb7maYPPTTohePmxCC8L4IuK4ZPgfh/wslomeYW2vpgnDGdJoS9vIWkISSyWjE8vpKDNiTnaixVkhzeSa6vWTyBdvpbZZlEuGrxJZcq4jy/bUSENs17bBmyrJkPMpQoaKwnmax4PTkgsen13z7ySlPmpo4GXN6db21bglb43mt7VBEhMAnRajzIvPokk9ODH0yqybLS7JsK46NUcLvhgz1vtao7Wb2/R4/0JRKK8U8Hw2u7V3X0QaPCgGvhfAXQkdpLNk4Z382x+KZlZZbh4d89IMfZHF9QV4WImUPDZ/97Gf4l7/9ZR4dnxKdJ1jD3nTCrBA2rI6aDEvUsD/fS0SjmqY0jMYlm9VaqOCFxXcNhO2oTohh2fYCqSgbvA8URcmmqfC+ow2R1oOOimk55WrZYMuCzm81UKPRaKDlr1arVIAy2BnHqhiHYiJpjIa2qchHEqomBU7cCEWP0+NJMkEJHm4cHonwNQHdUgAVj4/f4unpe3zmz/0EzWbF53/6J3njq69zeXlC27a40FGMttnUPd60Wq3QWks0qxa3Nq3E0kOHlgzYy3LG2jNOHWw5LlJCaEbnPGG2xzefXvB7T95DlSUfns84mkx48WjGDeMwXZuMyTwBj4nJMkQHQj+BSiPo0agcmLI9KW+32OwWI7GcfbZD7f/ePZ5qpQb1zi7Q269upcQXJssydLICCSFggiMEEd/WdU1edBAURmWi4FdaJl8gk5osp3NORL0q0Ri1EAc7L5an9+/c5WS5wY7GKd9e0cYUPGA1uR4RGw1KUcRA6CLEgE2GYW3T4WIkszkSYtvRbNZC2XCK8WTGSx9+iUIXtFdXnD464WLlOHnq+N1vHXO8qXin7ahjgU4hgbIxi/DTeRiXE/JC5CVKaxaLTYJCjKBaO8VbI2kNPebowpbGkOlMfmf6f2FQUf2QxuIaKJSRY1WWQSnyfhcD664hEFM06IhJUaK97HRF9Lz26scJviXPlLiVWcVqU0Gt+OjHXubxyZkUgxAZZZkY/kRQDlRhmIxnZDqjrVvCTAlhbjaSDkfDeDyirSpMTLuTUrjY81nkeWM6amVG44NDk4BHbanbjnE5gU46kXI2pb6WYLBh0aaUiv68GtIobAsO+xRDHIfjWw8Cd14+yKqqUsLEDj6B2GdEYzg7u+DwcB9JbxwLgc041psLjo5u88bX/g1nx0ve+e73uH/vuXSMDfze7/0uET8IDc0ORtR0ogVy/c2CWHdoFZjmloNxQWwrRnnJ/9fem/1alt33fZ817elMd6yxJ/ZAtkRKFEVSYkhZtgzB/0n+JRkIkJcgT0mcwNaDYwtwbAOCpIiiaFFks9kDu7qqa7q37nDGPawhD7+9zzlVbBLpiOBLajULxaq655x79177t37DdyB6QuhlJLsAzvGDsye8d35N40pONNytNAeFJ+9W0EWMVpjYy7kaTTQaeljAUDLmveiWfA+yYvRgRAUwxh1fSqnn/aqG6w/PZ+sv4sFSEgBn3Oph++3EcNAKdibfBiuxhHZsNiK4X683mBy0LfpyR64fSssovW5Ag1EGoxTWZSzWS9CKQimapuZP/vm/4N/8+/9I3TYkEzBW2OFtkJFySElQul2z/b5CEM8uoxU6M6RocXlOnhnc+pmYE2wasuKEqGrywhBbz3wVeXy25qOncz4+T9xbGRqmoFtciqQUQQvdIyGKg3mek5Vj8lwgKk3T9RZEO4eM4Z5NRqMtUjqFwHq9ofOd9G57mdvQZ53OOmLwzx0Y/+SAk5Kia1sm0xGmN6Q/LCsRKjcKZyyr1YJN05KrxDp2dClxuRDhotR5MmvpEihfoFNHbjX3Pv6YTePxWJTuiNFKzRzF82k2nslEJ8+wZSbuhK5EJRgVJc7llFnBxuUQOoISLMzBZCJEyVmJUoEYIsYaSXWBpIQ7UsXIej0nO3mL0WiKv3xEaNd4X6Ot2/YHJLkXUSetNMomgu8fKp9QxjH4OKXoyWxOPppQ1y2+H8kqHJPxofhQBekL0L9+NColW/GRzeZaKBy+haT5wz/4Y/7+b3/EnMibX/oKo3LK3/3d33N8WvF7v/+7PHgw5b33fyr6JHtgO22EIb9lpkcpgXMUmYcbB2NsWDMZOXTY4IqcWkViXnLpA0/mCz55+oxRPuLLZcmbhyNuVOCUkDpdX9t3fQYlzJeI0rvsIMRICB5n7XZDamV6YF5/VdUucwG2wETBIQ9Nd43qG+DhhbJ0ewgMoL2+qd91HSbb6RHJPo7iDqL1licl3kyJ6Fvadk1uKlI06CDB2Tcttixkomc06MRisaAYVVhr6BrZ43/4nW/xP/8v/xt2Nuu1rFtMdEAEK2Vn6FnfJolNrkJhrQhwhehRVpObgs3iipPpmDs3b6CV8Lq0Lmm7jovLBZ9ddLz3eMV7jxc8XAdq1VsZxU4cZrMM6df1pZvV5FmG7eEeMSC0hiRa0MooVOwTi0H7uixAK7rGi3aQ1rRtJ/fMWFQQTWr6iaT38VfkN18w4CilZMQdPWUhH/LqrSM0immeSx/muBLkZNOxXguvaTya8J//63/hG1/77wkh8OjxOTdOJ2Q9t+qTh49Ydok6SQ+mi4GRLWUiZQsym/Xzf+nPdLGnTrQdMXSoFCmynCLLMa0gNI0qntuQstEk1S6KfEsyU0rkL33XUo2ntJ1Ye6xWG6IWMJm8x+cgYqPIFaSUtv7QPrR9ze+gN6yzJuPR2ac4V5C5jBihKCo2tWgTG2Mw2mFQvHrnLo8fP0YhY/96tebmrVPe+8f3uHv3FeqNZ7Np+Mbv/RYPHz5guZjz7/78z3nny1+SzdarJA5oUra9DrkGmgHtbTkdV1RJYQKUWUXTWVbZiEXd8dMff8jKe1yRc3M85e2TU0bdhmMbyEi92pz0e2JfWsBOpkQpTQi77NDt2aJsm6R72eGL92roX3zeaTk0m59rVsaBqiC9J6P0c++5Dbg+bH2nylG1w0Wp3SRRJFHbnu/V30t6yRUiWhuscRQjeRZSMnSdxzlLiopRWbGOHjSEAG1IOGcIPu397JGu80Qfe4uXhDEOZyyESFloXMzAtyyurqmbYy6uFmitubzY8OjxnO//9B4fPblmYQoaMrqYAEVmStEi2gpLgdOaqqoYj8eEJKh67/3W5XOYqhqfQGuKLGc6nbKsN9s+jdaaTStIeR8DwadeGtiRktAbBtOCX7a+UMCJKdJ2HS6DcZFx5/QWuRG/b0ukmBQkrZiMSzZ1R/n0ivOrBZvFnCfU/K//+7/ld377Hb72zk0Wq48I3vA//k9/zvVCUUcNhSIGzXrTkOuM3EHhwOYZwUfqtqHp+xXjSupsa+QEVIiliYga9yTAELHO9sr0kr6qNAiV2x66LgCmuzdu8w8PHjI9uEF1dADzSxRDM/gXqRw7JbpI0qLp7P2OTNi2LbPxjOATr9y5Sd3Mqet267VUZjlds+pBU5JhTW9OefDgwVa2YLVa8dWvfpVP7n0sAl3zKybjKV3bcO/ePaazQ64XDVU35vz8nOMbxzx69EgeeHaNa3G57EfgJDIFlbXMDg8JyYMqubda8fDsnDZdopRBRccbN24yLTIOnGIW1swKxdglYvBURUFqI9G32EGjmLSnDxTRWmGNEAZNWT435dNDH+SFfszuOktG83wjuM9+eD6z2TYt9U59TkblAZvtQJjb/k7Pd2Of2qAUIXY4lYkfuXKoYAnKk5oWlZttdrPtbyQRSFdKOEYyJjb86Z/+S/7df/pPUj4Z4RKGLc1CcDrW6F56NdBFLw36lMhyh1MaQ0NVGmyXWC3nPHh0zvz6EpLmwZNrLpdr3n8yx7sRXTDCf/1Y10AAACAASURBVOq/F6M0KvZ2N6nD9p5qg8le07bbgOO9kEBFsSVRVCVVlottc691vVqtdn1KpYh9Qzn1/TefoqC/fRIe5a+raQwQYkeRj5mOx1JGKUixoywsZZ713KmEU5r6QAzjP3ssTgM/+vFPefLoIdfnX+LgsOL//tsf8+P37rGOBVhFG1p0nzp3vSrcdvqUIqHXOtFaMpTpdMJ6ft3P/neYjh346BcnIVopvO/dOHXqx+OKyXhMfXZFReLyei4peOZ+4T3232soA/ZP3KEPMTx4vpNNMJ/PAYtW0oRr25qiqFgu589NsGazGU+fPmXaM8m/+93v8pP3/rEXV6+5vAycHNzm/Pycr371t/kPf/GhHARtwC/8L88IVI/SVIk8E+W7TehYz69ZLucEgjgsKs2kzDiajDgsHIVJuGZDNc0onZBPy3Is6FwtTHzoa3/YOw2FWb9Zr3v7mvALQWX43obr+cuu8y4L2oE3X+zfSPvvxUD0i++r5C/3bH92yxjRKiqqEQYh+Zq+R6FjInkRiiPbBchh/D1YL6doKMqMLLMsfaBTAnnIjMX2VjWDAWCWZegY6OrN9vOdkQwrSwqnNDpajA7MlzV+Dd5Hnl6sePjsAm9KNp3HZBYfO0yvsiBwBMluBnDpANsIQaZebduKH1eM294mgNU7cmxKibbPgIZnKoaw5VElJa4TKu7E0YbE+petL9bDiZHTgyPefOU2B6WBbs1sVKAJjDON1YGEE8BYFjgqoWs8t06nXF2vODufs9xE3vvs78kLTVPDprhNGzs2YQk6YYKBvmNeNx3rVU1bd3Q+cnA4pmna3vfZUTciwE3SWNt7CimDsRkDZmN/wpFCxKeehdM/4Hnm2BAhRNqm4enFOdfrVk6mfhO/uPbRlFrv/MLFSG2wuBng/IZ60/aas47xaLqVaL158yZPzx7z7NkZZVny6NEj3nzzTT777DO6TjR0/+zP/ozf+8bvstls+PTBQ0bTCdOjCb4W2Y7vfe97fPTx+zx6+oDo/dZFY3+iE7XB6B66ACyaFXjPs+UFuYFMKWxKvHV6wlFWUWgoTMvMGayCvMrJM4XLpFlJl3reUq89oyJGm235uUXuIiJTQ3AYMpsURdQeYFAXHJjcEngTKe2u8S5o7EzqhiC//bckNsHEnboAQ7AKnrb3j08p9SVS6g8vveXI2Uyu3fX8SgTStDRLu7ghKY1SQltJQFs3kj0p2QPX18Li10rzz773Hf6P//B/0tYNZpJR+4g2Us43TUNVVdTLNUcHh8KuNpq2rSF4XJHhVKJSGtOJc6t1BfNFyyYari5XXCVNKk8gtFQF5M72xGPf71kt/Dj6bKoPNk3TsNpsaH0n16gH7w7wjVFZMRqNyKxFW8titWQ0GmGtZblai0RF6n3Y98C+CgWhJ80O2dIvWV8o4OSZ42AyYn7xDD3KmeWGTCuqrMCmhtJlxKgxSWMSxMpxOU/cPD7kaHbEbDbjkwf3+fTsKT6NaFpPyxyfOpTWKDIgw8eazsv043q5oMxysqzg4mpOXuWMRhVog8szjNW4lYz/sqLAdIG6DXQh9mZmph+HK7QWtOkgtq0dhCDgvZMbdwjvn3E9vyZEeYgGHZX9onSHBZGsy9kcY9U2ixmPq+2pMqy27RiNRqxWwrq9ffs2Simur5e0jVArlDLcvHFM5hwnx8eQJDt45+23Wc5XXFycc+fOHa6urrBW08aGv/3bv+G3v/oVbt64TRs2nD97jFVGpCr3skOrELyUFoY00ZCrxMmk4PY0p0wRlxJZihRxTW41Va6YOCF4ajTaauq6YVTkpGZNNZmI1Y0WuYM0SFWqgTlvUGrX8xIp2EDuMmLc41PF/lSMO9G1zzshJbD84iGyXWmAHRiZooQgg40k7pGgt1mW7gSOr5VkoYaenKpbtIuUmZPeTBDUrS7KHiQIMXksBckYvE/Qaw1nmWT3KSry3KBjYDaZsm47lHU0PlC5nKyoiIjP+qDVbBVkRUaR52RK4TdrDB2WtCO5mozFukW7MfhOGs+dR/sg981ZfEp0MbFqvVBZtEUZg+5VC7vgt8Fm6NkE1asmxsRkNJZS1FryXHSD2rblejGX9249bYjUXiRm47aHJnQnrTw2yXP7y9YXAv4Zpai0xkQPvuHq+pKzszOh9TsnCEoTIIkSfmkLKlcyrUbcOp6QqYbffvMW3/utdyi7ljwpXLS4oLAROU2SJyBiSl3vFY6xzFfL7WZerdZ0XcNyvqDzDb6tcVpRFQV9P3lPSF0wIKZvBgqlwItdDVIKuKzkatNQe/HqMRohNu5psvS7erv5909Zox3z6yUnxzfIsmJLtQAYjyvm82uur68FZ9EKCvbDDz7h9q3XuX3rNXwnD+Zqveb82TO+/Qff2VIzHnz2GW3X8c/++R9z7949iqLiow/eJ6aOb337G/zgBz/g448/psqrvpzVewGxR7IqsASyFKgMHGWaG7nlprNMfeRYa27mOSeF5nDkmRQtVa77+xhxSpOajnGWoaOnKA1NvUCpXnCtvxb7yoqDNMSQaucuw5mhb6Z6G2GRvlDyJqgUthOpfbLnrqzeXf99n3elBNUXUqT1ncAayn5iE3YUk/0+junzPZV2oM64VxrIQMITfUvyHmfF8th3G8rc0NY1Xdvi+8+L9I1CraiXC77+W79Fs1gSOzFytCbD+4gtckwuRotN10/OUhT6g1UUKjDLLYXWOCMlrEnQ1CK6HlSA1JDTcWM84bXDEw5cThYjKioIoFWOwlEUY8bTCetaQH1d1/WqDn2WrnaiZ7PJFGcMB9Op9HoQlT8pvaAOHU0Qlnok4GO3BXXGJEJ7LtNMCvcrg8oXCzhaURA4nFSQAoeHMwanvq7r8D6yXtXUdYN18tBVZU6mA3mm2CwvaddLRtMRr33lFcw4JwSHDiU6GDQejLhvRhIYQ0Iz750QYow06w2z2QytErdunnDj6JDX796hKnOcEc8joxSZlT5F6hu5+7X9Nmgg5QY64+FiTsxytM3QSfccsdCftjsO2X5PwCqLSjJdSElxeHi43bRZlm21b9q2parG24nIaDTixultYpDXvvHGl1CIGNeNGzdIKfHqq69SliXGyCnz05/+lK+++1WuLy5JKeJDzc8/+pDJqKJu1nz88SccHxyTtCH1dbhBCYI1BIqYGCU4ySwHTnH7oOKkKphaxwjLSFlOqymlUoysxsaIMxZjNFFDUZV9hqCJQWNssdURMpnbZnRDj2WrgROllB2Y2vJFkeRDD04UadoX4fFCNJWgORBkh8xxwNYMf5YAJh7xeVGQF8WWXmJ7Y8b9+77NdNIO7TsggAfoACnRbmqsVmIo19RolajyjNVyjhm0NGJksO1t+4c6yx1/9J3viMVKLywX+68LKQr3yGVbPZncZcLd8h3at+h2g+nBkgZwSnJ/qyOJmpya4ywxyxSV04wKw+C+lUyGywsmkwMyl1PXdf9s9lK5Sm+1oBXgemKytZaq2HGkrLXM59LL3DQ1nfegFb6HiIT+v5QCmkRO4sRlnBYlO9z9PzHgkBKZE+rCIC4dY0Q7y2Kx4OpqTtfJmE9qygYfGtquIXQdN05OGZVjQu0xaMZVCUpYuiZpNI5A3HoP7QtZg0h3hhAInWdSVUxHYw5nUybjEUcHU8q82G6srSwFbE9cPse+QlvL9WLBR/c+pUviNZ5SEq2bF5jl/UV4LrsZ+FRDZpHnOQChB0HdvXuX9Xq9nYx1XUfwQmP49NMHnJ7c4PjolOvrBd577t+/z9nZGYvFgtPTU1ISp9GnT8753ve+x8HBIXVdU6/XPLs445VXXuH48GhLIo2BXppj9/CaBJky5EZTGsdhXpF7KFLgpKo4KHMKrVEhYrCoaGTikcRORztxeUBbUI6Io/W7cfYW3r6XQaS96z9cw+2Eb/82xD4opZ1C4n7webG5u78v9gW7tBO4vvQ89La8Gr5ObuXOIO9FmsUghKbibs+8+P3EGHrjOfl+td6N2/cDWkqJW6c3iJ2XiVECUDR1y+XVNc8uLreH0fY1PvQKkxFrFE6LvKxVyN8B2kA1yjk8mHAwKsicBgRakXTsxb+kTxcRTI9vOyEPB3HQgF1bYPhsUZecUlXVVuB++6zticxvZUaeK5lEuWFsMkY2I+dXN42/GJeKhE0dNraMiwzfBhbzDY8ePmXdRJZNw9OzM56ePePyak6ImtW6IYZEvd6wXCxo6jU+tKRNC21Llmu0A2W0YESCqLDLplX4KKZdPogsqEqa0LW8cvOEogCrWk4Px7z76m3evXtMoTqB75NwWtLoQBAZ0xT6Dr4wpWMyBG/ozIiUn+B9S0odGI2JA09EGNYqKWwSxKlkO5EQGjJrUClQr5c8fviASTUi+cS4nFEUFYeHh+RlxmbdyOlvJNUtq4x1/YwPPvpHYoyMRzOUTrRt4Pzsktn0iMePH/fpamQ8nvKv/4d/zetvvkZVFaxWK5q64/LigtVywxuvvYGKljITqQGh/ShyFIXW5E5z4AynJnGoEsfOUupEaBdsmjl1N6dTNToXDWYfe1GqvhQRb/BEZp2ckLrXjEaJHa7MuHtFARCucY9qZqcKJ1ghg+p/RcSyRKQh+jF56h0ZrFjrdl3A+92khJi2khXDA5E7Qwodbb1mtVoxmx5KjykpsqzAKItRFjeY3fXWE4MsxXq56v3I+4+IcYut6roGlSKp8+AjqZ9yphjlfboAMZHbno3dRvJZRnEwIiTQydDVDUZlTIsxVS6ob5F6U1gSpCC/Ny0Taxhpz1QpihgoElSZYmIDBzZykol8yPHIYmjFkjdKH9Bpg0aqgU3T9h5SIrqmrZES0gv9xKE5nE44Pjyi7LWPnHNC+6kbVk3Dum8BeN/fB6WIyaCCIU8W6xUjZbg1yjmyipFJ28D2Tw84SqFSkK74ak23qbl58ya377zCjVu3uXH7DqPRiKv5NU+fnvPeT94XGYQI1krkbFpP3XQY47BaSIrWaqw1qJjEope0JRgOnuHamj7V09w8PZGI3Tcc26ZBBc/xbMpkVJAVGaFrn8tEPhdunURcqJoc8PY7v8Wrr92lGpWCTlW7kS8Mkym9d5KxlfpUSnFwMCXLMspyxNHRCZcX16yWG87OzpjOxlSlgLGcsawXa5rNmtl0RNusmY4nvPWlN8mzEpKm6wJ13XL79m0ODw9xzrDZrHjzjdf46IP3eevtL8kotrBonfjmt77BxcUzvvnNb9LWDZXLMSkyzjJc9BRaMXGaymkKEpmKOJXIjHC7ssxiM9PjKhLa0D98O4kI2ztiLJfCSI8M/t8ixzDIbZgedCcnpXpOg/hF+MD+tG8gGQJbYi2w1bQZ9t/265N8r0WRYa0WSQnk84Zsb3ifgVeWkpjR7Yt77U/HhqC2L6GReg6cMwaIhNb3h57f9aqilIgp9RpA1uGM5rffeotYSymmMkMbA7HtoEss1z1/CXk+TEhkaCZ5Tq4M43yCxZBpR+ZkyjgqFCfTgtODMZPcEOoNGgMYuqQIStOFROM7Nl3LuqklmBuNzdz2+hklE05rFFVRUlXFVqZ0aAE0TUPTiW1MSFIK+r6tASLhamKgIHF7NmZWWEaZpuwVH37Z+sICXMGnPtp1vPbaK0xG4y2YLnaRcjQW6UY0ZVny/vvvi0RjEGTiZDLt8SdrqS+bVlLIYZKyp7czCETFtDsdYwooC7l1aHpXhm43ufA9bBzVK90pjaEfVSPIyGHD0mN+7t+/x7179zg7O9sR0aJMXbap516qbbXuT3gJREZpRuUYjeKz+w+E8nFwwNtvvsOD+/e3KfwgsJ6IbDYbVqsFIXT8w49+yDtffqsfYcpI//XXX+fGjRssFguWyyV5IQ/RZDLhw599gLGJy6sznjz9jPd++g8iZfH0Ef/qX/4JJ7MxU6dR9YJZpphliqk1VFoJOzp5tAo4q7BO9xLUg4j9rjQYNodcC0PeizUNREApedQ29e66bttrG7g2L+JlgG1/53l08V7wSVLGbe/T3u/D/x9QyENpMoAl81zsp7c6v/09Gq5/WZY9Wj5uy6FBBWAojU2feQwcp653lBwyquG1BEEdG+2wNiN40dSOPuDrhj/94z/irdfucPN4hrOAEqCpJlIaSwqJEBLNesOozJiOc6rSoTOFshFUR54lSqcoXGJUlmTKEtqI7xROFdQbz7PLBevGs6wblm3DuvOsfUerBvnYnUGjiM07ykwyGt91FNYRvVzH0IVeibBmtdrQ+oBP4CPEfm+YCNp7RlYxyw3HuWNspfdXGLaqDJ+3vpiIekrM53Pq9YaqyKmKHGKLSp56vcH34s8HBwfbk+z27dt8+LP3ubq4pKsbVosFwddMJyVlnmOUMJvbIGjLkOJ2QjSk2z5FYW5rTdt1zOdXxOS3DbGklYwvnRDlFouFsIz7jSa2LdKEHMhmGknhm03NK7dvcf70Cc7mRB9J9ILoXppsRg2mcnqHUkWm5Ubpbf0fYxQnCe8py5Kvf/3rdF3HYrEQtnm/YcfjMeNJRdNsECJl4C/+4j/y3e9+jxjF0XSz2fDgwWfEGJnNJlxenkFMrBZLJpMR40kBqSXEms16zo3TQz7+8H0e3P85y8szXjk6gPWSqYWJhZKASwFLxCmIoSF3Bp1in63tRMet2k2A2lZ0g5q+V9X6HSFVyZx4GzSyzAolYHA5fcHobgg++3/eD167XskwLQoIP8c/N/GyVu+9Pj0XzIdAN6g0DoFn0H9xzkmWYw3aqO17D1igAX3rvZeDtH8vEU5PW4Dj8OD4phV6zdAfUqLr27We45MpX/ny63zplRu8fecud49PKIocZcHmCZ1rrpbXlIUl8zVZV1Okltw34AOTkRgKtt2aIjNYHTFWRtqt98xXHes2EqzD24xGaeoAq1783AzPU38AOGMp+mdkNBptZX5D52k2G9q2Zb5YUNetOOvWG+oQ6RIEpQnSJELHxKzIuDEd8+rJIZNMUWWGIrcUuf31BZwQwpb/4tuWZrNEyRAbqwW34pyhqgpOj2fcOD2myC3vfuUdbhwfM6oKSqeZloZRBoVLqCCNOmMMPiWismi1S3O3J6HRRMSv6f5nj+TvVSKkiHEZm7rl2fWc9aYjKdU7NvQ0BpPh46BGiNjd9iPjLMto2yUnR1PWy6UUdBqM2z0sThtSiNvgMmy8/Qdns9lweHhMSoqiqBhVEy4vL9Fab8W7hgduuZwznU7ofIM2AJE333qDjz76SHSby5zz83NBG7c7Q73NZrP9rLZtGE8qyion4fnog59ideLJw3tkRPzyirunh4xzw8RBnjoskSzXgGdUFrTNRixkk/CEQCRih59pGCUPUw7oM5/BE72nMqDS9sHduknu7awdoG9HC9lfWzmRlLYdn+Fnbtt225QdAs7+tRxKuRfff8hednpEkl3EKFMirfXOmbMPVs5YEcFSeltqDUGsaRqxkem1tVWS/o3rsSpN0xDapt+XEYzFFY6v/c67nD/5jG654tbxMe+8/Tav3r3LKCtIref0YMLRpOJoPOVkOmVWTcmyAlGbV0wmE8bjMWWZo51msanpEjQhcRU81zGxSpp1TKy9Z+UbUDKd1IA1mtR1aC9GjZl1YiHcUx10L3Tv8pyLxTUdkaY/VJR1RKXo0zPhkKEY55abBzNuzsbcPJgyzi2lM2TOkNtfY0mVopRSBkVRZJRVTlUVVKNiuzlFkEp6Fc4ojg9noho3KjicTTg6mDKtMsZFxmxUSrPM9ACwoT+SdiCuF6HpSWu8j6w2G7SxJK04v7ji8nrO+bNL2hBktG1cj6Yc6nW9Q6BqtdVhDdFT5hldK2PUASfSde12tLx/ag59it3Dwl4JJpyaoW8weKkPtfGQGQyZkLU9QjQEfBf5+c9/zp07dzg4mNI0MiKXceYu0xgexCzLthD1zUag8aiIbxt09OLF5T0qeIyGzIpiP4DSaYtFGpqvQ4N0H+8yPMgvqvFJANlZHw/ZAbD9ufcD8vbefV4fbe/f9t9/P3jsHzz7U6Xhmg4BabgH+wFuXyd5uBf7P8sWsv9C9iV6xgKUdHv2wsaY3mVWoxERdhUFRayU7BXdT8lC1/Hqq3fFOLHvB1ZFyenhMW++8ga3Dg44GU2YZCVlIcp7QWm8dttJb0xChYiqZ2cby3xVU/tEmzR1THRJAH9d2HHV5GcQ3t64KIX93T8A+ximYR8mJbywtuvYtM1OrA1po6QkFAaTIqUzjArLdFQxrnIKq7HG4Iza8vh+2fpCSGNjDFVVbU8DlSKZk82aOdcrxRmuL684mI1RSjGaTnnjjTdQStHUK4yG82dP4Ok1IY64OJigV56r9YYchSeiehRkip6EwhhNGzzGFkwnM1CWH//sE+7euUluoFk3/PyzJywvr+kSuKxAqd3FN8YREDHxpBSGXntXaYzq0MpD2GCNRWcZV23oSY093kMpJqMxRVFQN2us7eUzeu2brj+F27alrsVjO3MFP/vZz4CBIQ2jUcl6s+SN19/Bh41Y2gSYTKY45zg8nHLv0w9xLmc8nnD37l1u377L5dWZbMYQereKA9kkvbOlTpDnBSoFHImx1sysljTXiBSFU1H0ok3Cpl5HT2sIHmOy3Qg6JrI8o2sDCs1AUItRkMqCp4HBqnfogSjVT3604uDg4Dn/rV8mrD1s+v1/HwLHftYy4HQkSOyAgLHXq5nNZv1EKjGcJNoAahCS2mU6YgstnkxWSdm1NeLrA+fw/qKNvePEFUUhiGjde7b3B0fno/QJlaKocpICFxUptETfsO4a5o8f8vRyweH4gGk14qQc8c7pTRwNdA1GC1BRlxlZ7onNmsMyJ8UWYxx1WxOT5mJVs4mOi+WSjcmpUdSAT+BsLpK+UVoGzhh0TJgeSlLkBcZlWOvICoFvLBYLEdxfrdl0HXXraTpPigrMDquUokzRjkvHa8czbk1KJg5s7HBOYwuHTYrQtFsZrn9ywEFBVeQUVoBGmkhe5OR5BlFRrzfQRqyOFCPR9ziYltSbJQezCd2mxbcdx4cTqtEU8/CC+w+fMV+1lEkidYiRNklfRhqyYrqWkkiBJhwxWK6XAZ4smJaOR4+ecH5+TWga2ibQ+I6kdyLhMopVRDPoHQs2heghdQQvBm7r9RLlcoJSmEz8d2KI5FmG0xn1eo3vYj/5VRAUOtMQw1bgab3eMBqNuHv3Lj/84Q/RZjg9o6jeJyP0BLfrPSwXa/7kX3yNh09+LjCC1lP4jKdPn2Kt4/DglKZdielZr0Q4KyYs9IrNYkORZ0TfkllDqRV5gpFzVJklehnpZqpXCU6SqeoeMjCc/sPvA+l0YGrH9Hx55FPERumn0QeklPoszsRtD2rgLb3YNH4xuAxrUCIcMomhea+1JiYRDtN72zWEJCJwwHpdP9cgltKLLd0hpbTFl4QQ0FZvA50PAlwD0L0J3n7mZpCyfDqdSRbgG6oix4dOdIfaDjWQMq2mazaiUmBGRKAJntffepMfv/8ZTVxxdnlFbjSn45w3bk5589YhGRHdCl3AN4EUW7K8xGiYVIe0ocMULY+fnbHynutNTasSK+/xvXtsCgGbZ1IpJDmExBQPMuNQypIrg8sLmphYLFbbKuLqesEytASjxQbI9KTMniyrY6C0mlHuuHtQceASI90xMrkYJ/ZAU4chJvcrcThfUIAL1vUGUxaEYFgt57S1pFF5VvaTGw8pEEMiK3Jyp3Eusbg+FzRl6ohR02w6rs8vyK3isCo5nExojOPx1RWL0LGsG0KQqRS91GOey5izqCb4ZLlaNlyeX2KNYGq6AL4bxLStwO6VIG+lgyPqeCF4BjEnlWRMWGSag6riS1/5Ct9/732iMWwWDU5ppqMxZVZycXFBmeekIP2NzEgmsq431HVNURRMpweMqglaG2JMaCNlVusbLi4vmUwOOb15wif3PiL0E43bd27w9PyMxXJOllm6LvHkyRPm8/k2GFxeXm4boDHA2dkZr73yKh998D6buuHuzVO69QKTOqzSgunoAjYKktcYDSpIiq4tWvej73bnkrBFC6MJUVDWknEIV0orpJHbY1lEJmLXNHfmeTudF8uhzyuRNTJy3e0xyZIikkWEIODDlBLaRhEYGyYuPaVGbHclWG5F7Z2mblvBD1kh+A7BLstz6q7dssatMZAURV6xXC6xeb7tXUWtqCazrUuJ2DOvwGZoA8ZpUgLbK0BqpbBJnBGSNaQEf/TffZcPPvw3rJoWXQj3bjS25K4hNs/Eolhb+kcWrSMprfDRcL0UOsKzyysulivaZFm0Ha0X+g8BwUZleT+48D3LPFDmGSPrmOal2DcZy7LpaEls6pouekKKrNqaJkaaJG4NCnBKnh9jNKVV3D6aMC4yjjLFSeWYZoZRYUSrikTXiVcXKv3SjPYLBxxSwofEarPBGsg3Irbd6Y7kEzbL0EjPIASP0hEfcsJqg0qQO0dmDV2KdE1D9J7xuEKZTqQnYsTnBusDuXa0MbFotTSAg8cojzGwadYYGxmPK5JOotLfdHSt2LHaECCVGCMBKkSZdyklpFLdjwmTgraJFLri5njGye27fOmdt7h4csYnqwVjk9G2nq4N3L51xGK1IvpW9GVMzuzwqLdBlf7Oatnw9e9+i/F4zA9/+ENu3brFfH5N17UslivKsqQqx6xXc0lx3YimaajXG378j/+As72VqwFVaH7wgx/w9pe/zOOH9ymKjDdfe4NqPOInP/uAzWrB1dxRjXJiEIh68J1Y7Rq5sTp2jKxlMipoatE2FlCdyCV4LzSQoVzZju21RmuB7sujH3qukyKEKDiclNDO9JrDvb+6ikDCZoaQPFbv8DT7SFVjzJb4Rw/vN84Jb07RSxzsRuiafY4Yu/KoD9gDQNCHXYaWkNcJPUARVJR9kBKmMxA8Ecizgk0jh0XTtSijt+Nx6ywhDkp2YmksB5jInGztbPpArYnEYEhGY5QoS1am5CtvyK0/kwAADYlJREFUvMLvvP06j8/mJJOhfctJ4ZhZxSS3dO1CfNAHwXLlaGNAW0VQcsAoWzKZljx9cs4mQJcUuiyxbYtB45sWZxzaZWQmkMWOynpGuSZTLcrmPF0uqXHSBA+RkCLLWNP4Dh81SlvcUCqnADEwLktOD0pmBWS6ZZTnTErHrMwoMtv3/hRq01B30vl5XsPo+fXFmsYoolK0AXzS+KRBD6VHIu3JOBLlJnnvadtmWxd3XdfLaHq6TqgP1kFmE4UDk1rKzDAqZWyeWbdt0u0sdwfNGWmsLRYLmk7sU33cbdYkDmv9T/r5FiPGCUXj7Te+xMF0SmUcs9mMi/Nn21N6OJlvnJzQdaH3/F5jlN76LmdZxmQy2eI5YoCjk2MOj49IwPHxsTQY1c6HfDj1r6+vJXvqR+ddjxDN85yD6UTG6nnBfD6nqir+8NvfxhjFar7gxskprufBkAQJPBAStVJUeUGzqbe4I3F43fPXVoIGHiY4+32SXzxv0hYQuM+G3280D3/+vNerveA2fD7wXFk3fM6Qzu/jcFLcveeAxYlxN7HaAgrVvo6SDLFVTFsXh+HrBmH3AeG87z2133Deb07HGIVQuZUh2eNpbd87UddrsdSNkZNqzKHL+fKtu5xqy6Fz4rtmehVAlUOSX9PxKS4bkRdTOq+pa1jXkJUHrFtF3SZ80kQMnReHWR8DKXRkCfKUUE0rXDgrIvybTjA6q7ZlXq9ZdR1N6NjEjjZEIhalLbG/3kZL//RgUnHn5Iixc+RGU2WOIssocpl0FUWFtdn2Hn7ePX9xfUHFv8TFaiNU/E1D7T1JT3AKSpWwIZLsoMSfyKwomx0cHuNbj0qipfHscsnl5ZJqUnH97JLZaIxOltHkkFu3T3g8X/DZxYLlpsVMc86ezfFtIJuI33Pb1szGI1bzBaBZbFacXV6SQmRqLXXoREFNiZB3SF7GSWZAS/cPvbI4p3CFhsuGH/zdj5i573B6eMDRaEIADo6O6LqOjz74gHfeeQfvPVmWcXp6CsDRwSHPnj0j+kQ1KpnNZnz66afbh2jwqXLZmNOTmywWiy1hTkbyLav1gizLuHHjBh9/+JEEOCNCYY8ePeLVV17h2dljrueX/OQnPyGiuHvrFt1qzuLygtI5Hn56jzEBvIxCnYLCOLp2Q5GLSJRVkhG43q6VgeHMMGkyu4dZyeQlIZyhGAXyEPvgmmeZ6Pz2r5HpT98v4/OFr4ZN+Xx/Rhwumt4meQCRDn0cGR4IHHSQGdkPOlKyNRiXbbObGHe8oaHEs1b3ouq5PFTKbrOZLBPvc6MdqRcIx8hnWWtFeuGFoGiVJvRBZvAbCymhCIIQLgvq9RJrNZvVNfc/+QBnK9568x1hyqcOF4NQY7ToYW/qllWtqMoJhXZ40zG/XBFS4qMP77NoGmqgVVpwab6jDS1WaQoNB0bhjGE8PsQVmnVXM990NCGwaTeslWPue+Bib6ck9u5Ci1AxkGlNlVuODqccV45p4TgYjVGxJneWk3HB8WRMVchBNqgsCip/4Gf9mgJOSIln64ZUt8SLjtPJmNZ7Kms5LByH04K6bRlVOZNRyWwm4CKjDDqTyc6mjvzs/UecXy1wZYVxGTrBZDRmVBZkIXH//n0O85xMKz57tsIqjSvk5LZW43IrljIRNpuaVdNQ94CsJgV83NceToDaTieA3k0AlFbEVh6W5uoZr9845fG9n/PB+TnjzLFoxcSPHvsyn8+3p+5yPudpfc7JyQl37twhzwXT8Fd/9Vdbt1GxHzaApt60HN05Ed7UeMzV1RVZbpkvrvqG84bJaMx6vRZtZuuICe7fv8fvf+PrrBZXRK+4nl+BMqRa8e4brzGbTFmtNjSLBZuzR5TGMM4tVSagvsL22AgcvmvEgraH42sksLDNBiRrEOxJACOMeBimhjsZh7quKbMcreXaRh8wWd+4VTvblv2A8+L42ihFgO1Ea/g1ZBrD64YsZ6tL3OOyrLX0kKrnTAuNMahkev7cEJR67lYUPEqiR5rvEXqNVcSwY45rLe4VvuvAWDKdE6MntfJ95mUltjP0o/kgnEC6QGTggrUkC9/+oz/gL//67/jZww8ZFyW//9ZXSZ040vq6QxloWsXR0YjF+przqwVPL65YtZE2KOabDVixuSE2KOUhaEqlIDaMi4KDIiezOajI1XLBqmvY4Lhc10SluQ4t0WZgIjpKuDGIFG9V5GQu53Q6pnCOG5OCPLZksWOiAsUoI3eaw3HBbDIidwXOCjRjVa+310+83H5NASeiqLUjGU1IcF43OKPYOENs5YRTOkBUZMaRAiyvVjx98kxSu3VD28Gzqw0Xq5bDaor1ItFQFQVFZim05fXbt/jk0VPiqqbKHLWHmBTHx8eidt+ns/P5glW94mq5olEKa6AOIgMgD4bHe9G7FcCbPAhDAFbKoC2kpsFZePXkCEXg23dv8+//+vvMDk5ZrzasVytGZcH5uQSYi4sLwdsQuXx2hk7wtT/8Gn/1V3+D7keTzjlOjm9Q1zXPri5omobHjx+Lb/ijR7z99ps8fvyY8biSEu7iYouG9Z0n63WCXWb4/ve/z9FU/KTn87k0gL3n7NEjHnz4MVmWo33LSAUyRJqy0IbCOVK9JpgoLhJGiLFbjywFKXmU7hnZShooStnncDTW9oznvVHwFv9CP17Xw+m2Y5DvgE8vyHrslU6CHLbb99tmNWnIvEQ3J6Rdc/u56dYWh6OfK3tSEmcIaywxiWj4gBXzXZQDTObtz2OACOgeaS2ZQEJtezmiCZWU7CmdRNDfGScNY21FsUKL5i9JHE919Lz75pucP3oGMZKCZ3n1jNnsEKVHNO1cCLAmcf/hQ65WFyw3LYsmEJWhDiJVSujQMVFqjXY9KTVFnC6w2rD2HesucrWpaYlsusSyXdMgmkNJaVL02JTQURQZj0YjxmXBwcEBVmkyA7lSjE3oZUoMs9JSlIZR6ZjNKorSYrQh9UaJdWiJe1nrry3DiUCjNLF3IHRliTeGoDW2KiErsCrisgyXjyBZtI447WiaDoMV3dayIvmO5AzZYKAWW+papg5GBTJnOD46wK89G68JKDJjcTYnBE9UsZ8YbLheLWmBJohIuFKK4D1Eh9WaPLPE1G03l2bX7Exa3AUOpiPOH15w69Xb/M63v8m//b/+M5gCbR3jyQjfyfh0PJZJxmolpdLd23f46lfe5S//y39lNDmg85Gma5kdHPHpJ/e4+9od/uZv/prj42M2m3WvcaP48MMPeeuttzg/P+fs7IyjoyPW9WZrwxpCR1GN2GyERlKW4sH1rW9+g//2336EU+BSwuaZpOUmY2wSWeqwKZCZHKvAlQWRgEqS7XWt4DqUEqcFjZEJTEqikaIUvq17/E2S/yW5nlJ6dAKG07vyKw6SHv3JNpQdn9vHSb1uS//Fxlro+yIpBIxS1L0OdBeEXiCAN8kUxWtJtHWHPlJIggIfPnPoFQ4gy2GKKmRMheqJwCkGktLouEMsb7E6KaJUJpZAKGye07QbMpOJnYpx7PPtlFKI15clIFx53UMGMm24e3oT23YczmYYA+OxY7NZ0NRgXUbVa/g8Pbtk2TZE5wgoQm8RYC2MixzVdZCi+HwZTZkXdF3H5WpFY0s2seMiRja9DAoxEo0Sa/m2kT5P5jieTaiKjJuzQw5mgg4fVyOInRgZ+o1ALFTGyeGYg1lOXuUURYYPiuWqZbVu+hv+vFvqr1pfWERdGU1mDIfTKSfjiomGKjNMqpyu3eC7SFkAaHwXCE3bN3zpJQISmMjV6prx8QFNG3GjQgihvqVt1iyXK2FNB9+fVoHp4aGYhqVEZkVEvfGCioxGUvMQAt3QOEw94TIOdPkt22W7MUUmAXwSHldbrzh/9ojm/Z9Q5hkHt0548NkTmqYhr8St8MmTJxijyfOcV+7e4d133+Vv/vL7XF8uOT66weNHDzi5ccrDB58xmY358lfe5rXXXufZs3OOjk5o25pRNeLp08es10uOj8Wjarmc8+mnnldee5WnTx9zfHrCg0cPqfICYuTJk8fMqpLP7n1CVY0ptdnaLscQSL4jH5WUKZFrJVSTKERXqxQhSH+lLEfbyc2w5EETLlTbtlukqFLquQxAKdXjb35xSXM1PrfpXtx8QyN7/99Sn5UMWQ70QYzUu1zSkyT1NohYIzYvxlkxX9R6aB88lzXtN+ebpullQMWTauvwMHy/eh9FLRlSNnxfSa6X02aL/QGxdR4makMyF/rJHsRtuepj5Hq+4He/9ft8+LP3GbuM0K1pg2bVRIpMs3r6jKIoeOP1d/jR++/TNoKBUtZhTCRXjlGeEVPqpXwjWMN8uaKOnsfrNavY0CmFV45Ehs1AK4uxlsxZiiSWzpNRztHhFGc1JQpjZLpUZJCSJtOGXE+YWEPpLDeOD8hyhdbCcwzQQxk0qT/4w/69/hVBR/0quPkvfLFSZ8C9/9cveLlerpfr/4/r9ZTS6ef9wxcKOC/Xy/VyvVz/lPWF9XBerpfr5Xq5/r+ulwHn5Xq5Xq7f2HoZcF6ul+vl+o2tlwHn5Xq5Xq7f2HoZcF6ul+vl+o2tlwHn5Xq5Xq7f2HoZcF6ul+vl+o2tlwHn5Xq5Xq7f2HoZcF6ul+vl+o2t/wdKM+110MCegAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('lena_tri.jpg')\n",
    "template = cv2.imread('lena_small.png')\n",
    "\n",
    "test = temp_match_single(img, template)\n",
    "test.show_origin()\n",
    "\n",
    "test.match()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "结果有没有出乎大家的意料？我们并没有匹配到正确目标！问题出在哪里呢？给大家一点时间思考。\n",
    "\n",
    "大家仔细观察互相关的公式，其结果是模板图像像素值和输入图像子图像素值直接相乘，那么在模板一定的情况下，子图整体像素值越大（也就是越亮），那么它们之间的乘积也就越大。所以互相关更容易找到输入图像中亮度高的区域，而不是和模板最相似的区域。那么如何解决这个问题呢？显然我们需要该相似度度量与输入图像整体像素值大小无关，这就需要标准化。接下来我们引入另一种度量指标——标准化互相关。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 4.2.2.2 标准化互相关"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "标准化互相关需对模板和输入图像子图做归一化，去除像素值整体大小的影响。模板与输入图像子图标准化互相关计算公式为：\n",
    "\n",
    "$$\\mathbf{R}(x, y)=\\frac{\\sum_{m}\\sum_n\\mathbf{I}[m,n] \\cdot \\mathbf{T}[m-i, n-j]}{\\sqrt{\\sum_{m}\\sum_n\\mathbf{I}^2[m,n] }\\sqrt{\\sum_{m}\\sum_n\\mathbf{T}^2[m-i, n-j]}}$$\n",
    "\n",
    "我们按照上述公式，编程实现标准化互相关，这里我们重写CCORR函数，再试试是否可以找到我们想要的目标区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-24T02:49:02.110630Z",
     "iopub.status.busy": "2022-05-24T02:49:02.110347Z",
     "iopub.status.idle": "2022-05-24T02:49:08.986928Z",
     "shell.execute_reply": "2022-05-24T02:49:08.985777Z",
     "shell.execute_reply.started": "2022-05-24T02:49:02.110597Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def CCORR(img, temp, normalize=True):\n",
    "    w, h = temp.shape[::-1]\n",
    "    W, H = img.shape[::-1]\n",
    "    res = np.zeros((W-w+1, H-h+1))\n",
    "    img = np.array(img, dtype='float')\n",
    "    temp = np.array(temp, dtype='float')\n",
    "    t = np.sqrt(np.sum(temp**2))\n",
    "    for i in range(W-w+1):\n",
    "        for j in range(H-h+1):\n",
    "            res[i,j] = np.sum(temp*img[j:j+h, i:i+w])\n",
    "            if normalize:\n",
    "                res[i,j] = res[i,j] / t / np.sqrt(np.sum(img[j:j+h, i:i+w]**2)) \n",
    "    return res\n",
    "    \n",
    "img = cv2.imread('lena_tri.jpg')\n",
    "template = cv2.imread('lena_small.png')\n",
    "\n",
    "test = temp_match_single(img, template)\n",
    "#test.show_origin()\n",
    "\n",
    "test.match()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由结果可见，我们通过标准化，消除了输入图像子图整体亮度变化对相似度计算的影响，提升了互相关度量的鲁棒性。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.3 多目标模板匹配"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，我们将实现多目标模板匹配。与单目标模板匹配不同的是，在多目标匹配任务中，我们需要设定一个阈值。当相似度大于（或小于）该阈值时，即可认为输入图像的子图即为需要匹配的对象。\n",
    "\n",
    "为了方便，我们将直接使用标准化互相关作为度量指标，并直接调用库函数cv2.TM_CCORR_NORMED来完成标准化互相关。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-24T02:49:08.989444Z",
     "iopub.status.busy": "2022-05-24T02:49:08.989039Z",
     "iopub.status.idle": "2022-05-24T02:49:09.001273Z",
     "shell.execute_reply": "2022-05-24T02:49:09.000237Z",
     "shell.execute_reply.started": "2022-05-24T02:49:08.989411Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "\n",
    "class temp_match_multi():\n",
    "    def __init__(self, img, temp):\n",
    "        self.img = img\n",
    "        self.temp = temp\n",
    "        \n",
    "    def show_origin(self):\n",
    "        plt.imshow(self.temp[:, :, ::-1])\n",
    "        plt.title('Template Image'), plt.xticks([]), plt.yticks([])\n",
    "        plt.show()\n",
    "\n",
    "        plt.imshow(self.img[:, :, ::-1])\n",
    "        plt.title('Target Image'), plt.xticks([]), plt.yticks([])\n",
    "        plt.show()\n",
    "        \n",
    "    def match(self):\n",
    "        temp = cv2.cvtColor(self.temp, cv2.COLOR_BGR2GRAY)\n",
    "        img = cv2.cvtColor(self.img, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "        w, h = temp.shape[::-1]\n",
    "        method = eval('cv2.TM_CCORR_NORMED')\n",
    "        res = cv2.matchTemplate(img, temp, method)\n",
    "        threshold = 0.98\n",
    "        loc = np.where(res >= threshold)\n",
    "        for pt in zip(*loc[::-1]):\n",
    "            cv2.rectangle(self.img, pt, (pt[0] + w, pt[1] + h), (255,255,255), 1)\n",
    "            plt.imshow(self.img[:, :, ::-1]), plt.xticks([]), plt.yticks([])\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-05-24T02:49:09.003325Z",
     "iopub.status.busy": "2022-05-24T02:49:09.002910Z",
     "iopub.status.idle": "2022-05-24T02:49:18.173485Z",
     "shell.execute_reply": "2022-05-24T02:49:18.172456Z",
     "shell.execute_reply.started": "2022-05-24T02:49:09.003281Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('img.jpeg')\n",
    "template = cv2.imread('temp.jpg')\n",
    "\n",
    "test_multi = temp_match_multi(img, template)\n",
    "test_multi.show_origin()\n",
    "test_multi.match()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.4 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在本章中，我们学习了模板匹配，这个计算机视觉中最基本的图像匹配任务。我们首先学习模板匹配的步骤，然后就不同的匹配相似度度量进行了讨论，并在单目标模板匹配任务上进行了验证。最后，我们实现了多目标模板匹配。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.5 习题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 习题 4.1：本章中我们所用的实验数据其模板和输入图像中的目标是完全一样的。如果图像中的目标发生了一些光照上的变化，比如亮度对比度发生了变化：一部分像素的亮度值增加，一部分像素的亮度减小，那么基于标准化互相关仍然能匹配到我们想要的目标吗？如果不行，请提出在这种情况下还能成功匹配的相似度度量，并实现验证。"
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